{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Day24 套用主题\n",
    "\n",
    "　　`matplotlib`默认的绘图参数设置简陋朴素，因此我们才需要在很多地方自定义参数从而让我们的可视化作品更美观一些，而如果你想快速地完成一幅较为美观的可视化作品，则可以使用`matplotlib`中的`style`机制来直接套用现成的主题。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-12T11:43:55.088424Z",
     "iopub.status.busy": "2020-11-12T11:43:55.087425Z",
     "iopub.status.idle": "2020-11-12T11:43:55.455440Z",
     "shell.execute_reply": "2020-11-12T11:43:55.455440Z",
     "shell.execute_reply.started": "2020-11-12T11:43:55.088424Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "matplotlib版本： 3.2.1\n"
     ]
    }
   ],
   "source": [
    "import matplotlib;print('matplotlib版本：', matplotlib.__version__)\n",
    "import matplotlib.pyplot as plt # 从matplotlib中导入我们最经常使用的pyplot子模\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] # 设定默认字体为SimHei以解决中文显示乱码问题\n",
    "plt.rcParams['axes.unicode_minus'] = False # 解决图像负号'-'不正常显示的问题"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　为了方便大家在今天的日程里看出不同主题之间的区别，我们使用附件中的`style_sheets_reference.py`自编模块来绘制多个图像。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-12T11:43:55.456437Z",
     "iopub.status.busy": "2020-11-12T11:43:55.456437Z",
     "iopub.status.idle": "2020-11-12T11:43:55.912257Z",
     "shell.execute_reply": "2020-11-12T11:43:55.912257Z",
     "shell.execute_reply.started": "2020-11-12T11:43:55.456437Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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JFU5cZxMREcHhI/+kvHw7Fkv9aRu3WOpJSX0FZ5cIfH1GnofuSxeCoiiXna6Oxt+P0JdeIueJJ8l+6GHCPv4IldIAC6ZD/j64cQF0uxI/4PMrPufJdU/yn23/wV3nzqQuk9iYUszdX+4g2s+Vb+4Zap0OGHAVzFoFX10HX10Pd63B4hbIo4cyWZxfxhNRgTwZFYQQgtenJxDq5cw7v6fgolPzwuSe1NfnkLTzJhTFTP9+X+Pu3hMfYEX/WGYmH+WOveks7tuVQZ6ubNu2jVWrVhEfH8+0adPQarW4uNyMVuvJ/gNPsnvPLPr3W4DKoqP4ywMYsqvwuSkelwTrNiMzZ85k8eLFrFy5EoAhQ4aQe+QQP735b7xDQpn23Iu4elkvQvrf05viz/ZSOCeZgHsTUPs4sXFxCocS8xl0TRSDro1GCMG4O+7FydWdxCXWQPSK+x7BVFxM5qy7sNTXE/X1Apy6W0cBpz7Zn5/+t4tfPt7LtQ8mEBbvw/Kjy3l5y8uMCRvD25e9jVattfu9dUbp06a3y3ENBgMqjb5djn0hqDR6DAZDq54rA6xzcSbTBWWmwQ5DKfeEnLALftzqlK6oNCacAotPX1mSpPaWrChKQ+PPO4DYkyucuM5mwIC+Sn7+D1gsZ/4lbLHUk5r6X3wHr2iL/kodmMdVV2GprSPv+efJfeppQgdmInKSYMaX0O3Kpno6tY7Xx7zOg789yD82/YOaOh0vLVJsg6vjghPg5sUwbxIsmM7b4xewOL+cJ6OCeDI6qKmaEILHJsRRZzQzZ30aIR4W+rg8jcXSwID+C3Fzi2uqG6jXsqhPVybtTOH2vWm856Nl48qVxMXFccMNN9hMkQoMvBYhtOzd9yAHDjxJcPL9GDIq8ZnZHFwBaDQaZsyYweLFi1m1ahVaxULiZ+/h5u3D9L/9CxdPr+bXH+KG/+wEiuYkU/zlfnLjfEj+M5s+l4c3BVfHDb9hJgCJS77BzcOTkEU/YiopIfKLz5uCKwAnVy2T/9qXH9/axc8f7SXmdsHf9/2dwUGDefOyNy+a4Ko9KYpiN3JVUVbGFcN6s253Knqnc5spdGi/9eJwfM+EVtV79YVneeaF/55DD1o/KienCEqXBMWghZxwzuWP5VxUHY7FXHfxXuWRpIvIV0KIPkIINXAdsOdUlQ2GUhTl7D9XamvTqa4+3MouSp2J17SpBDz1JFWrV1O6Ygtc8yZ0n2RXT6/W8864d+jiFcu/t/8DJ+dyPr9jkG1wdVzoALjxK362+PJ6djnTA715IirQ4fGfvTKeSX0CqS18nuqaNHr3et8muDrOV6fh64QYFIvCA8dK8AwOYdq0aQ7XnwQEXEHXLk9TWLSSrLo5eF4dbRNcHadWq5k6dSoB/v4sX7kSs1bP1L+9aBNcHacNcsVnZneMRXVY/swiblAAI6Z1dTj1bNj0m+g55nK2Lv+ejKI8wt57F+c+fezqObvpmPxIX9Q62PFVPt1de/LuuHfRq+X38fmSuOFPDA31JG3dfM5tHd6/l8P7T59jqKV65xZcnZtLewSrpSl+0kVFUbAGV5azX6TYZn2wqKk8HItXHzn9TpI6uH8B1kwVsExRlN9OVdloLEVRzv5KuMViJC/vB2Jjn2tdL6VOxWeYP3XhdRQme+Jk6t7iLsXOahf0JXdiUV4gKG4Rvu7Xt9hmasgIHu7hRf/K/byhr0CIBxzWU6kEjwzeRGbGARanzKR7//4tthmqEUxO2cX86N4kD74Mnc5BcNcooGE6RdmJlMasoKHHVNxxPENEq9US2FBJodmEuWtPXH38HNYDMPo4ccCk0FOrokuYK0LVYjp8+uk9yK6pJzk6mITICNxaaFPtppDYawl9t0xmevYjOKudWzx+WxJCBAJLFEUZ1VieC/QAflYU5eXzccz2TtUOsGntb9x4+91sWvsbu5O2YjKa2LltMzXVVXz01fcsWvC53X0enl78/fEHKCrIIzA4lJfe/IAP3/oPv6+yjvIv/2Ehn323jNqaah6/93bqamuJiIrmpbc+5J3/vmhX77hZN1zD54ut26gYGhrsjvHp+2/a9cUvwPGFirN1aQdYx6f4OcoY6IhcW9UpaPMFYa82D86mTAmAavd27JGVsdyLy0zFjPXdYfdYssE2+Mu88qSvivttM0u5zWmwKecdsH1vbnrWdlh+0xEfm7JluW3ZZWZV08+qso6xYbIQwhP4DlADNVg39/yI8/wFJV3aFEXZhzWT4BnWb+3fi5m6+uzTV2uByWAmZUcheanWzVb1LlrCu/sQ3dcPtVpOTulQKnMRyx4ieEo0DT+7kvPEk8SsWI7G2z4J0oKtGWw+rHDbuCdZmvcSr217jX8M+4ddPaNF4aEDmeg1OubWr8Ppt+8hYjCEDbSrW1Gxi6zMD3DzuoaNuSN55NtdfDd7KFoH75PVq1fjnJXO7H6D+KSshm/zSpkZ4mtXz1xtoGzREUJcZ2OKy+PgoacZMvhndDr74GnvH2tI37KRQddOY9vRDFavXs2kSfYjeGazhdWf7qPUqNCnty8167Jx6e6LPsLDrm7dnj2Uvv0/Ro0awe/GSn55/w1mvvwmagcptd/Y8QbbWMu1V0wjd1UtyWuz6TPu/K7FFkJ4A1+CNZYWQkwF1IqiDBNCfC6EiFUU5aJMS71n53a+/GEV9/xlMuOuvJasY2nM+34lH//vVbZuWg9gd19lRRldu3XntQ/m8uFb/2HpwgX89dl/EhXTFYApM6zrxIsKC5h552yGjryM+2+dRklRocN6jnz/7Zd2x3DUl2uuv6FN/h/kp/DpvFDRfJMp2jsdi0pAlf20hfby846JGEyX9nWNs3Az8JaiKBOBfOAvNH5BATFCCLu1MZLUmYhWTFk21JvYsPAIc5/ayPqFRzi4OY+jO4s4sDGXP+Yf5PMnN7J12VHMJrkPX4egKLDsETAZUN/0OaH/extzZSUFL9lfH0orqubfvxxkTJw/L064gdt73M6iI4tIzE20q/t2Rj67q2p5rVs4wZNfBfcQWHovGG0TrZhM1ew/8Dh6fRADEl7hP1N7k5RRxod/HrVr8+DBgyQlJTFixAj+2a87o7zdeD4lm7Ra2wt6iqJQtiQFS70Z/5sS6NXrHUymSg4cfBZFUWzqlufn8ee8OUT07stVN9/O8OHDSUpK4tChQ3bH37U6k4L0SsbeEk/AjG6oPfSULjyMpcH2IoaloYHc5/6Gxt+frq++xoTZD1GYfpStSxfatbk1bysLDy/k1h63ct2UMUT29mXL0qOUF9Ta1W1jZqwXBY9n3LoMWNT48xrAYYYbIcRsIcQOIcSOoqKi893HNnfk4D7KS0t44t7byM3OoiA3h0nT/wJAcEgYJqN1rerJ9x09cpiEftaLAwn9BpGW6nj6tEaj4Ydv5/PsI/dQUV5Gfb19xtaWtHQMR/1rCxdvgPV6rHVk6uTb62d5Ttaa55xIpmlvV9X+3mDpOAFNbYMLSUft54lL9hRF+VBRlF8bi/7ALVwCX1Aninr2Z7vb+dD7y94Ob9LpnUEW9xZocHKOOKtn1FYaWPTv7ezbkIOpwYzppBNPY4MZQ52JXb9msfTNnRjqTa3sm9Rmds6H1F9hwovg2wWnbt3wu/8+Kn/5hco1zZvcmi0Kjy/ag16j5rXpCQgheKjfQ0R5RPHC5heoMTbvqbi7spZ3Mgq4IcibSQFe4OwNk9+BklRYZ7vm5OjRN6iry6JHjzfRaNyZ1CeESX1CeP/PFFIKmmcu1NXV8fPPPxMUFMTYsWNRCcF73SPRqgRPHc6yCZzq9hRRf6gUzyuj0Aa54ubWja5dnqGk5E/yC35qqqcoCr9++h4qtZorH3gUoVIxbtw4goKCWL58OXV1zSfHpbk1bP8lna4DAogdGIjKSYPPjG6YS+upWJlu85qK3/8AQ1oawf/6F2oPD2IHD6fH6HFs+WEh+alHmurVGGv4v03/R6RHJA/3exghBGNviUetVfHbvANYLLbBYFtSFKVSUZSKE+5yBXKOv1zA4Tw0RVHmKIoyUFGUgf7+Hefi8JnatO4P7n7ocT5f/DMz75zNpnV/4OziYlfv5Pu6xsWTvHM7AMm7ttM1zjprR+/k3PQ+URSFpd99xYRrpvDq+3NxdmmeaHtyPUdaOoaj/rWFizfAasvsfad6zukCuadSbEfB5GjYBVUR0vE+oNYfGNbeXehUhBDDAG8gi0vgC0rqXLQ6H1Sqs8+UpVJpCAk+89TKJqOZn97eRWVJPRbTqU8MzUYLxVlV/PJhMsp5PImUTsNihNXPQ9QoGHRP091+99yDU48e5L/wIubGPXYWbMlgd1Y5/5rSk0AP6/vJSePESyNeIq8mj7eT3gas+109fTgLP62GV2JPWPPUZRz0vQU2vQu51m06Kir3kJ2zgLCwW/H2GtRU9Z+TeuCq1/DsD3ubgozff/+dmpoaJk+ejKZxml2QXss/uoSwqbyab/NLrcevMVK+PA1tuDtuw0Oa2gwLuw0Pj76kpLyC0VgGwL61v5K5L5nRN9+Je+O6K41Gw5QpU6itreW336zLGy0WhT++OohWr2bUjc3JN/QxnrgND6Fmax4NmdaBoLp9+yn5/HM8p03FbVTzNbZxd96Lq5c3v376ARaz9cLD/5L+R15NHi+NeAlnjXXdlaunntE3xVGQXsneP1s/RbcVqoHji7/cuEjPvzev+53BI0YDMHjEaBL6209ZdWTqTbeReuQQd0y7isz0NKY0ZoocNmosv69azm3XX0HS1s0MHTWWz95/m7tvnAxAYX6ew3pnc4zzpeNc2m9P55Ls4mwCuddjW943SwZcbUYX3kDEe2lUV3iQ8tuA9u6OnYyicMpKfIj2b/5wn/3BwzZ1GiJtr0wfucf2BC59le3gTeRvtsPaKU/ZZkgKWGa7pKRqte1ne1jDCdl3OtAJmRDCB3gPmAY8ziXwBSV1LjqtN81Z3c+cm2scrq4xZ1z/yLYCKkvqUMxn9vdpNikUZlSRdaiUiB72a2ikC6Ay1zpRbNI7oGr+uBJaLcH/foX0qdMoevc9VI89xRurDzMq1o/JfUJsmugb0Jebu9/M1we/5vqu15NYH0BydR0f94jEQ3NS4qYrXobU32D5I1ju+pVDh/6OXhdAl5jHbar5uen5xzU9eGLxHr7emsGYUBU7duxg6NChhITYHv/mYF++zy/jX6m5TPD1QP1LOpY6E35TY20SUAihIj7+FbZvn0JK6n+JCnmOdV/NJax7LxIuv8KmzeDgYIYMGcKWLVvo27cvFWmCgvRKxt/ZAxcP26QaHhMjqdtbTPnSVPwf6EP+iy+i8fEh8JlnbOrpXVwZe/s9LH/7v+xe8wtOg7uw8PBCboq/iX4B/Wzqxg4M5PCWfLYtT6PrwAs2mygJ66yLLUAfoM1SiLbXHlhgTTaiKM3TkT/9tnkEc/Dw0QwePrqp7Gh91In3vfbBXLvHPb29bdoEWPq7/ZRZR/WApgQXADq93u4YDzzenGTI8fot+zT0Z0qeoEDzKNOZesGreaTqbMg9sS6osqKOO3pxKK9re3ehwxNC6IDFwHOKomTQ/AUF1i+oY+3UNUlqIoSGsLBbUKnOPDOZSuVE19i/nXF9RVHYuSoDk+Hs1lUZG8zsXJ1xVs+R2lBtKYz4K/h2sXvIKT4e75tuouy775gzdxUNJgsvTu7p8GTuwb4P4uPkwwvb3uXVtDzGeLszJcA+zTnO3jDxZcjbQ/a2R6muPkBs3D/QaOyTPE3tH8rwLr68sfowy5avwNPTk7Fjx9rVUwnB693CqTFbeCk5k9qkAtxHhaILts+D6O4WT0T4XeTlLWHjT//FWF/P+HseRKjsTzXHjh2Lh4cHy35aTuKyVELjvIgbbD8pQaXX4DkpBmNeDcVzVlO/dy8BTz2J2sM+8UXskBFEJvRj08KveG3ty3g7efNgvwft6gkhGDUjDpPJQuIP9mvRzpMfgVuFEG8BM4DzM9+bCxtw6fV6zIa6FqfldWaKomBqqDtlJs1TaVWAJYTwFEKsFEKsEUIsbTwR6tzOap3VWb6Rjk8jlC6oqnL7DE0dRVrR2a29uETdBfQHnhdCrMWaNvuCfEFJ0tmI7focvr6jzyjIUqmciI9/xWbK1ukUZ2F7H8UAACAASURBVFVTU3H2o2QA+UcrW/1c6dyYVG4w8vEWH/d/5GEUdw/iF33C7FHRxPg7TjTupnPj0QGPss3ckzqzmf/EhbV8Vb33dAyRg0ivXoOP5zAC/K90WE0IwT8n9STImEtxUSETJ05Er3e8N1SsqxN3h/qxuLKKw0F63Me1/P0VHf0QGrUfDbrl9L3yGnxDHWfr0+v1XHnllRQVF1KpZDNyRlyLr8m5lx/6GHca0rU4DxiGh4MMhMdf0+Wz7sNgqMd5Uy6PDXgMD519IAbgFehCv/ERHN6a3+JraQuKolzW+G8l1kQXW4CxJ63P6rS8vLwI9nSmMC8LQ0MDZrP5orgZGhooyM0k1NsFLy8HFzPOQGunCB7P7vWrEOIj4Epg2Wme07Gdz1EkOULVLirLfE5fqZ2kF53fFLEXA0VRPsKalr2JEGIZMAF47WL5gpI6PyFU9O71PunH3icz8zMAzOaaE2ugVjmj1fkRH/8Svj4O87O0qLK4DlUL+wGdjlorqC5twNVTbqx6oVUrgSha5xZzRao8PPh+wBSm//ElYxpSgPgW24oJmEBD5hF8av8kUBsHtPD7FIL0vt0xlaYRW+x5yulNkV5ahjrnU2BwR+1z6u+ke6vUfGew8L/+bozTtXxtXqVypnR/NB7x2+nSxXFwc1yARzhagyf13lm4+bV8OiqEwFy4DlR9cBt/3ylfk97Pm9Qu9XQ54sZQVc9THn9AVDKp6ppT1mlLiqKU0Zyo6aKgUqno2b0buqPpFBdn02Dq/Il1hACdWkOkrxddY6JQORiBPROtCrAURfnwhKI/0PEiiJbWVbUqe59o3QiUHLVqF8Z0Ldm3BVMz2YNWZEG+IHLLA7l1yyyEyjoaGrrfaPO4cahtqt2IG2x3KB+VbPv4VybbqR1d36q0KVd2tf0yXv/wGzbl68c3L/a0PNBxl2ZejF9Q0sVBCBUx0Y8QFXkvhYWryc1bjMFQjEqlxcU5mvDw2/Hw6Neq+fwWs3K28yZsmM3nMWV7fSVkb4eGStC6QEB38JIj9AAGgyDrQCkRPR2vgVuRnMcX7j25Jjyaivffw++qKxAOpiMpisJLaXl4aASiZCHzDzhzf5/7HbZZU5NGTvkaQk2RuG1dCIOeBJ9oh3U3btyIMDVwQNWNV345yFd3DXFYz2Iwo6zK4MFIHS/rDawoqrBmL3QgdVsiaeuqGNgtgszs9wgNm4K6hY19E5em4W2IpVC3g40bNzJ+/HiH9QzZ2ZQtnIv7tc9QnxKJsagWrb/jzG/zD8xna2Q+3XPi2fD1F0z/+yuO/+ZMBrTrXuSm7m7c6rAl6UypVCq6xXahW3t3pIM5pzOp49m9FEXZctL9s4HZABER7fRB26ZJIy6CuaWXWIINi1plvQzRYQmwqEDVMTb1lSSpbahUeoKCJhMUNLnN2nRy07b6WpHFrODspm2zvjQpOACb34P9P4BaZ93vSQgwGyCkP4x8FGIndvDP4fNLrRFs/uEoYd197EYgG0xmXlt9iLhgT7o+/ww5991H2XcL8bnN/nT/99IqNpRV83JsKAcsI5i3bx4z4mbg62wfuB09+hoqlRMxAz+A7ePgz1dg2md29SoqKkhMTCQhIYEw/768/PNBNh8tZngX+42CqzfnYq40MGtYNxYX5/OftDyu8vNEc9JrspjNbPhuPj6hEfTudzu7dt9MVtYXREU9YNdmzpEyMveXMGxqb45VG0hMTGTgwIEOp2MVvfsuQqXCf/ZlFM/LoGLlMfxu62FXr6SuhC/2fcHoLuMYGXo5f877hPTdO4jp52A6btIXUJaO+uYlwET7x6UOZe7cuQwaNIiEhDPeA77dtTrJxQnZvWad/JhMk9wK57LX1pm4xBJsKK0c0r2gLJ2gj5Iktbvgrp60dg25k6sWr8A23udl+1z4dBwkLwRTvXX0ylBl/ddUD5mbYfEdsOg2MLXdxp2djZu3npKcao44WOfz9ZZMskrr+NvV3XEfMxqXIUMo/ugjzNXVNvUsisK/j+YS7azjthBfHu73MA3mBuYkz7Frs6JiN0XFvxIZcQ863x4w9D7Yuxjyku3qrl+/HoBx48Zxy9BIgj2deG3VYbtkBZY6E1Vrs3GK98ElxovnooNJq2tgYWPa9hPtX/87ZbnZjLzpNnx8huLndzkZmZ9iNNrO5lYUhcSlR3Hz1pNwWRiXX345AOvWrbNrs/7gQSqXr8DnttvQR4fiPiaM+gMlNGRU2tX9JPkTGswN/LX/X+kz4Uq8goLZ8PU8LJaTLmTWV8K6VyF6DHR1PGomdRxZWVk8/fTT+Ph03GUfjrQ2ycXJ2b2kc3WRBjrtRVjO45SYtqLqBH2UJKndabRqeowMQaU+u9EgjU5Fv4kRrU4z7NDO+bDmeTDVgXKKEXhjLaSssQZaneHz+DzQu2jxj3Bn24p0zKbm/4Nag4kP16YyLMaX0XH+CCEIePJJzGVllH7+hU0by4vKOVBTz9PRwehUKqI9o5kaO5VFRxaRVZVlUzct7S20Wh/Cw++w3jHiUXDygt//ZVOvpKSEnTt3No0YOWnVPDo+lt1Z5aw5UGBTt2p9Nkq9CY+JkQBc4edBfw8X3jyWT/0JU09NBgObF39DcNdudB04FICYmMcxmSrJzPzUps303cUUpFcy6NpoNDo1np6eDBw4kN27d1NSUmJTt/Dtt1F5eOB7z90AuI0MReWmpfJX21PPnOocFh9ezNTYqUR7RqPWaBkx4xaKszI4nLjR9hez5SOoLbFu/nwJj7B2Fn/729944IEHCAsLO33lDqS1UwRPzO71PPCRoigL265b56ClqXDHtTQl7lRrtmTw06nU+2tIvdMHihQ67CIsFK6M249abf2COrzedt59dFqwTTnzh5MX6ybZlLq8ecimLNxsU+hWjrddD3hT9Gibsn5g82JkkXvS3irSRSXqWfvki+7d26Ej0lnpc3k4BzbmNm2ieibUGhXxQ4NPX/FMVeXDL09ZR6nOhKke0v60TiPs3X579bSnwZOi+fmDZA4l5tFzVCgA8xMzKK428PEtzZvqOvfuhfuECZTOn4/Pbbei9vLCZFF4PT2feFcnm7Ts9/W5j2VHlzEneQ4vjXgJgLKyLZSWbSK26/NoNI3ZCJ29YORj8Ns/IXMLRFgDn7Vr16LRaBg1alRTm9P6h/HJ+jTeWH2YCd0DUakE5ioD1RtzcO7jjy7E2qYQgr/FBDN991Hm5RRzX4R1XfueX3+huqSYqx98vCmgd3eLJzDgWjKz5hEWfgd6nR+KRWHr8jS8Al2IHxrUdPxRo0axc+dO/vzzT6ZPt75Xanftomb9BgKefKIpLbtKp8b9snAqVqRRf7Qcpy7W/5c5yXNQCRX3Jtzb1Ga3YaPYunQRiYu/odvQkajUaqgrg8QPIP5aCLHdH0vqeD799FO2bNnChx9+ePrKHUyrRrAURflIURRvRVEua7x1jOAKTh8MtfT48b2wTr5dyPVJx/fWOn4739MGL2JCAOqOOzXFzb2yKbiSJEk6HXcfJ666tzeaU2RwO5FWr2bKo/3QObdh0podn5/9c4y1sPGttutDJxPZy5fAaA92/HIMs9FCVb2Rj9cdZUycPwOjbKc8+T30EJbqakrmzQPg+4IyUmsbeDo6CNUJIy0BLgHcEHcDy48uJ7MyE0VROJr2Jnp9EKGhJ22WOvgecPWHtf8BoKCggL179zJkyBDc3JrTwmvUKh4bH0dKYTW/7MsDoGpdNorZgseESJsmR3q7M8rbjfczC6k1WzA21LPtpyVE9OpDeE/bNTIxMY+iKAYyMj4G4OiuIkpzaxh0bRQqdfN72c3NjSFDhrBv3z4KCqyjaMXvvY/axwfvmTNt2nQbEozaQ0flmgwURSGrMoufUn/ihm43EOjavJeWUKkYPuNmyvJyOLhxrfXOxA+goQIuew6pY1uzZg3/+Mc/+OWXX3B3t9/LraOTi0BO52yDHNeAVmYqdECOnJ0b7RleZW0Hnt7289clSZJOJbyHD5Mf6Yuzmxat3vFIs1avxt3HiWnPDMA/og1PSixm2DbnzEevTlSaBvn72q4vnYgQgiGTYqgua2D/xlzmbTpGea2RxyfE2dV16haH+1VXUjb/K+pLS3nrWD4Jbs5c5WefkXhWr1loVBo+Sf6EsrLNVFTsJCryAdTqk9K361ytmx2nrYWMRNavX49Op2P48OF2bV7dO5jYADfe+S0FY0UDNVvzcOkbgNbPPgvgk1FBFBtNzM8pJvm3VdRWlDNs+k129VxcogkKvI6cnG+orytk+8/peAe50HWA/abCw4cPR6fTsX79emp37qRm82Z877oLlYvtGkKhVeE+LgJDRiUNKeV8nPwxGpWGu3rdZddm10HDCIjuQuKSbzBXFlqnB/a4DoJ62dWVOo69e/dyyy23sGTJEmJj236w4cYVN7Z5myeTAdbpnEGQE1X/DSOcll74Ea+z0VLQ11bBYAckNB03wPLyKTl9JUmSpJMEd/XijtdGMuGungR38USrVyNUAq2TmvAePlx9f29ufWUYviGON61ttar81gVXAAjI3dmm3elMwrp7E9zVk6RVx/hiYzqXxwfQJ9xxmnP/Bx/EUlfHgp9WkVFv4InoIIdr6Pxd/JnRbQYr0pZzMPU19PogQkJamIY5cBa4+lO45m3279/P4MGDcXGxT3yiVgkevjyWlMJq9i49jGKytLip8BAvN0Z6ufFBZgGbVvxIRK8Ewro7Dlqiou7HYjGSnPSudfTqmmiH+7q5uLgwZMgQ9u/fT8rHH6P29cX7pr84bNN1YCBqTx1Fa1JYcXQFN3a7EX8X+6RqQgiG3zCTisICDn39Mhhq5OhVB5ebm8u1117LO++8w8iRZ7dn4Nk6n4HWhdvwpqOlCW+j/hQp1itLueV1zXd2xJGnjhr4nQfaGgjcBkZtLcWh7d0bx/Zn+3KgcGBTuZt7ms3jmVNtr+7V5Ntu3jevbphNWX+f7RXGj+6xna+cb7K9Avpque2UC8sJi+dNqRf3dRdHa5CO/feaduiJJLWOSiWITvAjOsEPS4MJQ0YVljojQqNC4+vUtkktjjPUgGjl+kyLCRqqT1/vIiWEYNDV0Sx7dzdhBgsPz2r5iry+a1dcr7qKT1x86OGsY6Jvy5v1zuo1ix3pX1NfvY+4uH+iUrWw+bDOFUY8yoY1G9Bq1AwbNsxxPeCa3sF88WsKnofKcW5h9Oq4J6KDuH5XKomhsbw+dUqL9VxcogkMnER+7g/4hI+iy4CWL+wOHTqULZs3k2QwMsXB6NVxQqPCfUw45cuO0i+qO3f2urPFNmP6D8Y/IpKtiQfofs1kVAEtb+jc2aRPu7jWNu7YsYNp06bx0EMPcdNN9iOincmFC7A6WprwNuqPv6jgmFPjyerrF+eeUp2V1tiAtqEOo77lL4h2oa0DbUN790KSpE7MWFhL1fps6vYUwQmjAYpFQevvjPtl4Tj38kM4GCloFb27NVBqDZXG+vxLmG8XDwp1CmPMenqHtBw0AWy5bRZZZUbePJKMGGq/39Nxfs5+3BTgToWxBuExqsV6AMXRU9hHIcPd8nF1dW2xnloleN7fG21xOXvCXRh3ijYHueqJKsgiaeA4/Lq13E8ATf1MUC0jZvQmVKorWqzn6upKfEUF+yIjME84dQr1yh4KJb9U8FD1zfg52+/fdZwQgqHdXVie6cRhtwlcCjl90qdNJ/r7Je3djTOmKApz587lueee45NPPmHq1Knt3aVzdtFdqi7B8bB7kzOZEndioomz0RFHri5xLpVl7d0Fe67lMjOsJEmtVpNUQOF7u6jdWYBitKA0mJtuGC0Yc2soW3KE4s/2YjG00WbmboGtD5IUS1MGu0vVt9uz2KA14GRQSNle0GI9i6LwgUFNdEUZ/T98B3N1TYt1yyuS8LDksbZKx7wDX5/y+Bu3JqFWqRhW/gPk7m75+LVGgtOq2apTeHtnpt2+WCc6sO53Bm/9lUq9M4sc7It1nKIo7F2jUFc4hDrLj3b7Yp2o/sABYn79DbUQbE5KarEewBeH5rHU93eCir1oONZymzRUEVu4GF93FVv/SES5RLcN6KiKi4uZNm0a7777LuvXr79gwdXx6YE3rrjxvEwVvOgCrIH1HxJV/03Lt5L/0ffFNeevA2cblJ3KRbw+6kJxrq0CdSuvup4HKqMJnOw3SJSkM9X7y952N+nSUZtcRPmPqShGC5ziPFExWGjIrKT4830o5jY4oVSpYOiDoGnFjIDAnuB36WbFbTCZ+XR9Gv6xnviGuZG0MgOLxXHgsqa4ksM19TwS6gPl5ZR/922L7WYc+xit1hu/wOtZmrKUotoih/XKy8tJTk6mf7++uOk1p8zqWJ2Yh9JgxmlkKHtzKtiQUuywnsVsZtuyJQx20dDf3YX3MwsxtfCasg+WUZhRRXjovZjNNWRnz2/x+MWfzMFFq6V/v34kJydTXl7usF5RbRE/pPyAeoA3KlcNVX9mOawHwI7PEfVlDJl8HSXZmaTu2NJyXemCWrlyJX369CEmJoZt27bRvfvFM7544aYIXiAhXs7knLgeyoHyOiM4XaAOnakXTnH1RTo7ApSmSwcKAfuzKYyPascONVN3zSF8uX3AVzo+xqbc4GP7RXXVoGSb8q9/2O7fsfL+12zKly17wqa8bYrtF+rcTxJtyrcdbv5y+r91HXDUT5IkLHUmyhYfsQZXZ8KkYMyppnpLHu4j2mBBav/bYN2rZ/ccrQuMfPzcj92J/bgrh/zKel6bnkBIlcLqT/eRvruILv1tL6IqisK7mQVEOOm4YUB3cocPo+TLL/G+9VZUetv1VVXVhygu+YOY6Ee5w3cK3x9dwfwD83lioO1nP0BiovXzfvioy8DlHtjwFhQdBv9uNvUsBjPVm3Jwivdh4rhognZk8P6fqYyOs08ecXjzeioK8rns1rvxiwzkjn3p/FRYxrQgH7u6O1Yew9VLT+9hw9h3YBxZ2V8SEXEXarXt+qqGtDSq1qzBd/Zsho8Zw449e9i8eTNXX321XZtfHfwKk2Li9r534GaEyl8zMOTVoAs+afqjsd6amj16DN2uuZ1Nv21m209L6Dpo2PlZqyidkdraWp566ilWrFjBggULGDt27AU79oXIIAgX4QjWU1d0w1krN0qVmnnmFOFc2v6jRir3SjRBchqpJEmtU5PU8tSylihGC9Xrc0451euMufrC1DlnPoqldYGeUyH+0k0iY7YofLIujV6hHoyK9SOmnz+e/s7sXJ1h9zvZXF7NzspaHogIQKMS+M6ejbmomIqlP9q1m5HxMWq1K2FhtxHhEcEVUVew6PAiKhpsL9bW1NSQlJREQkICXl5eMPQB0DjBpnfs2qzZlo+l1oT72HD0GjX3jI5hW3opO47ZTv9TLBa2/bQE37AIugwYzEQ/D7q5OvFuZiGWk15TfloFuSnl9B0fjlqrIjLqPozGMnJy7bdPLZk7F6HX43PbrXh5eZGQkMDOnTupqbGdJllpqGTR4UVcEXkFER4RuA0LRujUVK11MIq151uoLoBRj6NSqxk0aSr5qUfI2r/Xvq50QSQlJdG/f3/Ky8vZs2fPBQ2uLqQLF2BdoDTh1/UL5T9TexPq5cyprk0cz/4nXfwEEHQwHWFqo7UIraEyo+tyTK696qDktDupo1MUheoN2Wc+enUCS52RhrQ2miXRYzJc9xFonUGtc1xHqKzBVcKNMPldLuUPvtX780krruH+MV0RQqBSCfpNjKAwo4rsw7azBd7LKMRfp+EvjaNALkOG4NS7NyVz56KYmmc+1NZmUFDwM6GhN6HVWs9l7up1F7WmWhYdXmTT5tatWzGZTIwYMcJ6h6ufdSQyeRFUZDfVU0wWqjdko4v2QB9pTcJx0+BwvFy0fLzuqE2babt2UJyVweDrbkCoVKiE4JGIAA7X1PNbie3FzJ2rM9C7augxMgQAL88BeHkNITPzMywWQ1M9Y34+FcuW4zV1KhpfXwBGjBiByWRiyxbbKX0LDy2kxljDrN6zAFC5aHEdGkRdchGmkhNmMFnM1kAypD9EjwGg55jxuHp5s+2nxQ5/X9L5YzabeeWVV7jqqqv45z//yddff20N+i9SF26KYFtn1ztFmvXrnkrhun6h/Lgrh8cW7sbRdbtBDR/h7aLFRacht7yOEC9nnrqiG9f9dOpMOOfFiUFmR0tnf5HQ1hsIPHSM/F5d2uX4uugMVE4yc6AkSa2jGCyYq4yte27jVEGnLm10MtPreggfBNs+hR2fg6I0B1HmBoi7EoY9bK1zifto7VGi/Vy5sldQ033xQ4PZtiKdnasyCI+3BlN7q2pZW1bF8zHBOKmt176FEPjeczc5j/yVqjVr8GicKpeZNRchNESEz2pqs5tPN0aGjmTBwQXc2uNWnDRONDQ0sG3bNuLj4/H3P2Ga37AHYftnkPghXPlvAGr3FGGuMOA1tXmtnItOw+3Donjn9xSOFFQRF2hNcrJ92RLc/fzpNqw5c+GUAG/+k57H+5mFTGzcGLk0t4b0PcUMuiYKnVPz6WZU5L3s3jOL/IJlhARb04yXfjkfLBZ8ZjWnW/f396d79+5s376dkSNHotfrqTfVs+DgAkaEjiDepznduvvIMKo35VK1Phvv6xtfw4EfoSwdJvyr6f2p0enof/UUNnwzj4K0VAJjup7V71NqnbS0NG699Vb0ej1JSUmEh4e3Sz8u1PRA6MxrsE6VZr0x0cR1wHWNa60sikAlTgq1LFBU58kgPiKnvI6nFu/huhYuyJ0XjtZdne51yUDrtNRVDXivO9ZUzpl+fH2TGSdDAfU6+x3kzyfvuBTcI3Kayve/u8KuzuczJ9mUr3radlPO5e+OsW3zpMG4a9952qbsPNz2vTVo+WM25R5hOTblt19v3helIN/2MUmS2p9iMFvTsbeQSOCULAqWhlOP4JtNJo4mbWXnymVUFhWiWBRcPDzpPW4iPUaPRed80n5EnmEw4UUY+zwUHoCGSuuolU8MuNivw7kUVTeY2JtTwX+m9kZ9Qrp8tVZFn8vDSfzhKIUZlQREevB+ZiHuahW3h9qmG3cfPx5ddDTFn36G+1VXYTSWkJe3hOCg69Drbb/L7up1F3euvpMfU3/kL/F/YefOndTX19tv1uodCb2mQdI8GP0kipM3Veuy0Qa54BTnbVP19uFRzFmfxifr0nhzRh9yDh0g59ABxt5xL2pN8ymkRiW4LzyAv6fksK28msFebuz6NQONVkXvsWE2bfr4jMbNLZ6MjE8JDpqKpaKS8oUL8bj6anRhtnVHjBjBwYMHSUpKYvjw4fyY+iOl9aXc1esum3pqDx2u/QOpSSrAY3wkajctbPwf+MZC/LU2dftMuJqtSxexbdn3THr0mZZ/gdI5UxSFefPm8fTTT/Pss8/y2GOPoVJddKuTHOq8AdZZsguuGvmL5hNRY2u+uM5VSyNWLZGp4M+JzlxBSN9c0nb3hVNOIm0DikLgxj3oxzvOgiRJ0qWj3myhxmzBTaNC34oTDKFXQ2M2wCJRyUF1NuWiFotQcFF0xJlDiLD4onI0818tUDm1vDZ539pfWTv/MyxmC8b65ilW1aXFrP/6C9YtmEu/K65l1Mw7ECf3XaODkL5n/XouBUVVDcS467m+n32CkV6jQklamcHO1ZnE3xrL8sJy7o8IwENj+3sSKhW+d99F3vN/p2bzZgqCtmCxGIiMnG3X5oDAAST4JzBv/zyu73I9iYmJREZGEnZS0ALAyEdh7yLY/hn1/ndhKqzF+8ZudokffFx13DgonAVbMnhiYhzbli3Byd2D3mMn2DV5U7APbx3L5/3MQj5UNBzZWkCvMaE4u9leuRZCEBkxm/0HHqe4+A/E96lYamvxvfsuuzbDwsKIiooiMTGRAYMG8OX+L0nwS2Bg4EC7um6jQ6nZkU/15lw8u6ZDfjJMfs+aAfMEehcX+ky8mh3LfqA8P8/+/0ZqE8XFxcyePZvU1FR+//13EhIS2rtLF9SlEUaexjGnmRxzmsl2/f0X9sAveMqAqR0ERGbSffhm9C4t7y9yrjRVtYT/koj3oYzzdgxJkjq2GpOZ+TnFDEk8QMz6ZPpv3k/0umSGbznIN3kl1J5F+nSVTk2BZw2LdYn8rEsiRZ1HobqCYlUlmepi1mr387V+A/vUmSgnTYwXKoE+yvG648QfvuP3uR/TUFNjE1wdZ2yox2QwsGvNz/z05itYLO24lrUDEELMFUIkCiH+frq61Q0mZo2IxslB4i2ds4Zeo0NJ21XIO4dz0QjBPWH22foAPCZNQhMQQNG8T8jOWYC//0RcXKId9Y1ZvWaRU53DorWLqKystB+9Oi6wJ8ROhK2fULU2E7WXHpcEx5v13j0qGgX4fEUiaUnb6HfFtWid7FMxu6rVzAr1Z01JJcvXZqAAfcY7ngoWEHANTk6hHDv2EaXzv8J19CicunVzWHfEiBFUVVWxcO1CsquzmdVrlsMMgFp/F5x7+FKdmIdl/QfgFmRdB+hA/6smo1Kr2LFiqeP/n04gfdr09u5Ci1atWmWTfv1SC65ABlg2ThzNki5unv7FJIz9k8Co9DZv2+tgOtHf/4lrruM9SSRJuvj9WlxB7037eSE1l4x6AxagQVGwAGl1DfwjJYeETftYV1p1Ru0lJyez0rCdClUtJmFBOen80iTMNAgTOzRH2aA5ZBNkqT316MLtNwk+nLiRbUsXYTKcfn2oqaGBjL27Wb/gizPq78VICDEVUCuKMgyIEUKccnMvNTBzSESLjyeMC6PWRcWS0gqmB3kTpNc6rKfS6fC5/TaKtVswmSqJjLAfvTpubPhYotyj2J+0n4CAALp2PcUaoxF/paHaH0NmNW6jQhFqx6eEYd4uTO4TQta6X9Do9PS78lqH9QBmhfnhrBJ8WVlB7MAAPHwdZ5xUqTREhN9FZdVuar2K8b3r7hbb7Nq1K4GBgRxMOkiUO5ESLQAAIABJREFUexSXhV/WYl33y8JR6k3UHHWFofeDRu+wnpu3Dz1Gj2Pvn7+22JZ09mpra3nooYeYPXs2X331FW+88QZODoLx/2fvvMOrqrI+/O5b0ytJIAlJIJTQCV2QDqIgCopiw4agWGccdXR0RsbPNjpOw44gFsCCiFgARZqG3kIJhJJKQnpvN7fs749AkpPcm0YSEnLe57lPsu9dZ599Ts7N2evstX7rclBf/lVz52d1mBBBlY6DT+8S7li7r7K94pzyppW3oOopoTfnGbXkIEdPDCI+uTtSNvWZg0Toi9AYc8mfbCJ/cpWYhjylfJq8uGBmzY1x66+c/Hz3vjLnyuaqnE2F3axUdZoVcEjRXh0RqGjruocp2mceUt70QzaVVdmWqVXuVVQuhZ8y83gkJpHSOsLOiy+sXt17NI6l/bsxxdfDoW1CQgLr16/H0oDVI4uwEadNw00aGWLtjtBrcJ9YexVBSsmOlcuxlJfb6cVB3yYTh3/+iVE33YaTm1uDt7uCmABclOn7GbgacJgU7aMtx9PZvtME4Opp5Ow4X8xYuM/H26EdgMec2RR7v45zti+eno5DMjVCw83eN5NQlkDAVQF113oKHUOhbj4aczGuQ+yvXl1k3kBPNq89hew/Bmd3x9eqj17HlHI9Pwbb6NK97tprXQJu4kz0y5TOccVlhGNBFCEEAf0CSN+Szk1eN6HVOA53NXR1x+h2nqLi2bgNHl9nIkD45Os5suXnOseo0nAOHjzInXfeSWRkJNHR0Xh7131NX+m03xWsZpZ3b1cs9qz9erPOB2kqddDZP42p4zdx502fMnTgXgzFpRWqWPUhJfriUoQxC61HHFrXVISu7iLXKioqVzaJpaZ6navqlNokC48lcN7k2NHZuHEjFkvtAuWOsAgb0bpEzHobTr29cRlS+36ZcvI4pQWNrw8ohODYtg771N8VuKgClAPUUkwSQiwUQuwXQuwXpQVYLY6VH4stVrZ4SXqnmCneVXe6QFbJdqxeNpy/LKA8KalOW2u8lTJ9GRtLN9ZpZ84spawkAlfNd2jO/linbcH+LWiE5FtzD8rMjh19i9lKxG85IARrrHWH4ZdsicJlK5SE5VNccqZO240lGynTl2GNr+chQ048buUfYJW+lMTW/fBgXZyZX/2uzBpM0HohhFarlVdffZVrr72Wv/71r6xatarDO1fQnh2sp0+z7sYYwk2rCStbVfnqsKi5XJeMq0sxwwbtI2xvDD1+O0zwwVj8Tidz/cBfmdZ3B9f03cH1A3/FLzaJ4H0n6LH1IN12HkPrnI3QNHzyo6Ki0rZpTJ5NTT46l4mlkUV9rVKy4lyW3c8yMjLIyrL/WV0IBPFd8vG5PcLuKsaxbZsxmxpfOsJSbuLI5ron7lcwRcDFmDc37MyhpJQfSimHSSmHISUno3Y47Gzl+WzybTZusTlxbHsK5WX27yNSShKTPsTF2B2nWD3ZHzsO00xOTiY5KZnOfTuzO303MdkxDm0Ld5xD6DW4dToGUf9x+GCxrLiII5s34jdwFInlTqw5cM6uHcDJXWk4ZZRzjYsLn6Vmk292fEzZSz/C62woGo0TSUkfOewzJjuGXem7COgbwLnkcyTV5WDuehsn3RH0fgYKd5xDOnjQUWyy8OmuREJGjrf7uUrDiI+PZ/z48WzevJn9+/dzxx13XO4htRnarYO17lAKz609irXGPwRHBYQzpWf7csJc/Stk3Gu+VFoFjdWGS34R3ucyuH/MGh4cv5qHxq/m/jFr8E5KxyWvCE0jEtRVVFTaB43Ns6lOmdXGqvM5mBspSGuSkhWp2XaVbA8ePIjV2nhhCYuwctya6DCvpiAzA+xWiayf0sIOey86QEVYIMAgIKEuY53BwL713yBtte8VZpvkg+RMRnm6MmdcKKYSCzG/p9rtJzt7G8XFpwjr/jBes2aRv/ZbLNnZdm2joqJwcnJi3tR5uOnd+PiYfWfMmm+i5FAGLkMD0I6bD+ejIW6bXdvon3/CXFbKtbffxqBgT5b+FofVzrVqs0kO/5KEf6g7T/ULpthqY0WK/XGW7N5N2fHj+N++kMDAW0hL+46yMvuKfh8f+xhXvSt3T70bZ2dndu7cadeOokw49Dli0FzcJnXDkl5C2alcu6Zf7Esmv9TMQ+MvT23M9s5F+fURI0Ywe/ZsNm/eTEiI43zDjki7dLDWHUrhT19FU2pnmXq46T3FitbF13DTe5U2jpywNoVa60pFRUXlcjCB2nk2CqqHgWVmVonZHCosafJN1Solx4pqhxjn5OQgG7kidpGioiKHn9WZm1Mfol1OHZqDdcA8IcS/gFuBOuPqXL28yT6XRNyhfbU+W5eRS4rJzCMh/nTu5klgTy+if03GaqntjCUmfYjR2IWAgOvxue9+ZHk5OZ99VssuMzOTkydPMmLECHzdfLml9y38nPgzyQXJtWwLf08BKXEfFwwDbwO3gIpVrBqYy00c3LCesEFDCOgWzqIJ4SRml7DhWG1nKO5QJvmZpQyZFkp/dxcm+riz9FwmpXYeRmYv/Qhtp054zrqRkK4PADaSk2s7g8kFyfyc+DO39roVXzdfhg8fzsmTJ6n+vatk74dgMcGYJ3AZ2Amtl5HCbbWP3Wy1sey3OEZ08yEypPVC2YQQOiFEkhBi24XXgFbbeTOSlZXFnDlzeOutt/j111/505/+1GFqWzWGdidy4Wjlqj60QmCTFbpK1Z2tBCd1OfNKIzXXm8Xrbq1sO2coJxI93lc6r/kWpcrRVR8dULTnH5unaBfd7DjBF8AtUfmPJni1UpAid3xted3068sU7fD3lde31CiP4f7HflO0V2WMUrT125TKSUX/UMr/lndW5gW4vlz15FSzwHHOwOVACBEArJFSjr3QXgb0BX6UUr58WQenciVSM89mSE0DKeWHwIcAw4YNq/yy5teRm1IfGiDfTp5VU52r+rb16tyF5JijdldX6sPNq2PmV0gpC4QQE4CpwBtSyjqX8pxc3fDw82fvd98QPnRk5fs2KXk7KYMIVycmXxA3GTItlB/ejub0vnQirupSaZuXf4C8vL307PkCGo0eY/duuE+ZTO6q1fg+sACtm2ulbVRUFDqdjpEjK/Y1r888Po/5nE9iPuGFUVXRrrYSM8V70nAe4IfO54LC26hFsHkxpB6CwMhK25jtv1KSn8fwGyryeab27Uz3Tq68v/0sMwZ0qXTUpZQc3JSIp78z3QZX3G8eDfHn5sNn+SotR1FAufT4cYp37sTvySfRGI04E0yA//WkpH5BWNgj6PVVD8E/ifkErdByV9+7ABg5ciQ7d+4kKiqKWbNmVZ1sU1GFgxUxAzr1RABuY4PI/z4OU0K+okzB+sOppOaX8fLs/nX9+VqCgcBqKWW7qW5cXl6OEAK9vkKsZdOmTdx///3cdtttrFy5ss0oBLZFmuxyXkqMemNZdyiFMa9voduzPzpcuaoPq5QEejmzz7iosu6V6lypqLRthBDewCdUTHovKXxLRaWB1Jtn4wijRlxS+XInO0+BPT09m7za5OLi4vCzgZOvRatzrHDnCL3RicHTHMt0X+lIKXOllF9JKdPqNRaCYdfPJjU2hnMnjlW+vTm7gNjiMh4L8Udz4W8b0s8H32A3Dm5KVOQNJSZ+gF7vTVBglYS07wMPYCsoIO+rryrfy8/P58iRIwwZMgRX1wqny8/FjxvCb+Db09+SVVqVx1e05zyy3Ir7+GoFiIfdD0YPiPpv5Vs2q5V936+lc3hPuvarWGzRagQLx3XnWEoBUWeqwv/OncwlM6mQyKkhaC48EBzt5cYQDxfeTcrAUu2YcpYtQ+PqivdtVccUEroQq7WYcymfV76XVZrFujPrmBk+E3+XCqEWV1dXhgwZwpEjR8jPr+bfHlgBZXlw9R8r33Id3hmNi47C7VU5Yzab5L3tZ4no7M7E3q0uljYKuF4IsffCHLrNL3Lcc889rFy5kpKSEh577DEWLFjAZ599xltvvaU6V/XQJAerNSc5F1esUvJKkdDolavqpOSVto9aV3UpJDr6rCOrKqpcyViBucBFubMJ1BO+paJyiTQqz6Y64S5Gypt4jzJJSTfn2jV7Bg8ejE7X+HmYTqdjyJBai2+VBHTvgYdf4+8bUkr6jr1yldeam/4Tp+Ls4cne79YAFefvf4npdHUycKN/1UqgEIKh00LJTSshPrrCGSoqiiUr61eCg+9Bq61ylp0HDcJl5EhyVqzAdkFmf9euXUgpGT16tGL/9/a7F7PNzOcxFY6LNFspikrFqbc3hsBqUvtOnhVOVsx3kF0RdXFqTxT56WkMv3GOwsmfPSQIf3cj726rUv47uCkRF08DvUd1VhzTYyH+JJaV80NmHgDlCQkUbNyE9x23o/WoigZxd4vA13cCyckrsForQmU/j/mccms59/W7T3FMF49x165dFW9YTLDrbQgbC8HDKu00Bi1uowMpO5GDOa1C0fCXE+mcyShi0YTwSwuTbRr7gClSyhGAHphe08BR+PHlYN++fezYsYOePXsydOhQsrOziY6OZtKkSZd1XI1l7g9zG1zjqjlrYTV1BWsCrTTJeXNTbINWrLTN8EVpNgEMV/+mOzyL8+vOv3r6dJXgRfV9FGeoku0qVxxSyoIaYTiNkkm+3DeojkLYsz/afbVTGpVnU50QZyMD3OwXVq2PUZ5uBNgpNBsUFIS7e+0iwQ2hLgcLYOK9C9EZDA3uT2c0MuqmuejVJ9cNRm90Ysh1NxB/aD8ZCXHsyS9mf0EJi7r6oasR+h0+xA8PP2cObEyoVA7Ual3oGnxXrX59Fy7AkpFB/rp1lJSUcODAAQYMGICXl5fCLswzjKmhU/ki9gsKygso3peOrcisXL26yFWPgNYAUf9BSsneb7/CJzCYnsOvUpgZdVoWjO3OzrPZHErKJS0+n3Mncxk8JQSdXlmjalonT3q6GPlfYnqFcuCyZQidDp+77661+9DQhzCbc0g9/zWF5YV8GfslU0OnEuYZprDz8vJiwIABHDhwgOLiYoj+AgrPw9gna/XpNjoQYdBQuP0cUkre3XaWrj7OzBjQpZZtK3BESnkxeW0/UGuyVl2F0s/Pr+bHrYaUkmeeeaZSxEKVX288TV2erDNGXQixEFgIXLKqSGpe/XWF9BrBm7cM4u/fHye35DLmj9hT+VvcgoIajqTZO7hku8bJiqFHVX2X267br/h86e5xivZho7IIZ9evlV+LonnK/CiNWXlTDF2v/LtnD66Ro2VUTmAyh9R+GBDxtxxFW+Yp69OYB4Yp2u+PUuZcmb9yVbR/iFiraE9ye1TR7vOWcn/nRnev/L08u/ZT9DZEg2SSsZMfo6LSEBqbZ1OTR0ICeDgmkZJG5Da5aDQ8HGL/oZwQgmuuuYY1a9Y0uBaWXq9n4MCBuNVTDDhsYCST7n2QLSs+qLfgsM5opO/YiYyYdUuDxqBSxeBrZrD3uzXs/W4NKyfcjK9ex+1dfGvZabQaIqeGsH1VLHHHj5Ke+T3Bwfeg19ee1LqOHo1Tv35kL1tGkq8vZrOZq6+2/6z7gQEP8HPiz3x1/EtmbB+EIdQDQzc7cxM3f4icBwdWEOc9ncykBK59+I8IO6Grd4wM4Z1tZ3hn61luKjFgdNHRb2xgLTuNEDwWGsDjJ5LYcCaRbuu+w/uWOejsOA9ensPw9BxGYuKHbMoppchcxAMDHrB7TGPGjCE6Opo9u3cz6fh/ocsg6F57ZVXjosd1RBeKdqZwupc70cl5/N+s/ugcqGu2MJ8JIV4BjgGzgFcvxyAawqeffsqOHTsIDQ1l0qRJvP/++xw4cIC33nrrcg+t3dDUK6zOSU5zeuCBXg14GnhhvvrizH6XtK9L5lJXjtQwPxWV+mhy+JaKSkNpVJ5NDa7p5MEIT1eMmoZFVThpBON83Bjn7dgZioiIYPz48ZWJ5nWh1+vp2rUr06fXij6yy4DJ07jhT8/j6d8ZvdEJakSD6J2ccXJzZ+zt9zDlgUcuR1hVu8fJzY3B10xn++k4tuYU8lBXP5wdTPAjruqMi6eBUyfeAbSEhth3MIQQ+D64kOLU8+zZuZOIiAj8/e3PIfr49uHqoKtJ3Hkca74J90ldHf8dxzyOlJI9Xy7Hw8+fiDH260S5GnXcN7obh49lEB+dxcBJXTE42X9mP9vfm65OBv59IgFps+Fz/3yHx9Qt7GFMpvMcjV/KmKAx9PHtY9fW39+fPn36sGd3FGU5yXD1k7Wu3Yu4jwsCIUjeEI+fu5FbhtpZvWsdXgI+Aw4Du6SUm1t6h00tNrxt2zYiIiKYPXs2kyZN4qWXXuKFF1pccuGKoqkrWBcnObupmOTENtuIavD0tN48t/ZonWGCZqvkD18exstZj14D5gsPDvcZF7VuzlVjV47UulYqKo1lHfCbECIQuI6KpOE2y4BPaqvwHr3n6GUYiUproRGC5QO6cdeRsxwqKKHUQaFTAGeNYJSXGx/0C6vXcRk7dizu7u5s3LgRm81GeY0VJ71ej5SSyMhIpk2bhlarddBTbboNHsr8/y3l/OmTHNr0I3lp55E2K27ePvSfeA3dhwxH04j+VGoz7PrZvGB2xtVq5t5qino10em1DJzqTI7chpfrjRiNtaKgK3GfMoX4kSMwWa2MdbB6dZEF/R6gfEc8hT4mgnrVEeblFUJywA2cj8lk8p1z0NaR/3fP6FDivk/ApoGBEx07LXqN4GFfV54r8+LU3ffTNzjIoa2PzzjKdV24yimNnv3tO2IXGXv11Zw4cYK9LlMY1+cGh3ZaDyMlEV4MPZ7D45NCcdJfnmtZSnmMCiXBNs/HdRSzVmkYTXWwWmySs+5QCm9uiiU1r5RAL2eentab124aUPleXfE+eaXK8MDGOFcXa2NlSs9Lc8oaGhKorlapqDQYKeWECz8vKXxLRaU1cNFq+GpQDz5JzeKdpAzyzFbKbTYsVNx0DVoNvnodj4b4c1egb4NziAcPHsyAAQOIjY1l9+7d5OXlYbPZcHFxITIyksGDB+Ps3LQcMCEEgb36ENjL/oqByqWRoDVyKjSCMfu3YBvYFfw7O7R1Df6R3HM2Ug9MYcgIx32aLRZiw8LonJSM+/EYCHbs5ERkdCWnvIT/eX7BS9arcdI5zqPbfc4TV10K/XVHqNAYso8sMNPTpGWf0cz0EhPhro5XWKd8/w3/7B7JirFTmeXQCkxWE9/lmLnFQxKE/cLDFwnM309P4tht6csoiwVDHfmE75YW8wfg2pI6u1RRaTaa5GC11CTnomLgxdWqlLxSnlt7lNduGkDUsxWqJZEv/dwseVaOBC1apUaWq79aSLgF8TaWcGuPQ5Vts6zxtEqndNPH91b+LWb/W1kH693bZivaRWHK1dTYRUop5P9O/ETRfjboXkU7/GtlfhXAiT8qb7Z9XlXmfdlqhJOUjFRWn/fRJyjaN41SjjnzTWUuY1GgMnR321P/rPx98t62LQwhpcylSmRHRaVNotMI5gf7cX9QJ3bmFXGwoIQiixU3nZYRnq6M8HRtUridVqulb9++9O3btwVGrdJS/CcxHVeNYNiJfexdZ2Dqwkft2plMmZxP+xIjU4mN1pEeX0BAN/u1F/ft20epxcK4nByy3n0X96lT7OZLSZukYHMSZl/BRuNvDDr9DXf2udNun8kxR0k+fYaJg33RHVoO4/8IrvZX3PZvSECn13DETfL2ljP8e+5gu3aW3FyKV67k3vs9eMvLm525RYx2EBK79vRaduYXM9evK/EJbxMQMAMh7Kw4SQk73mScu5Flhd3Zt28fY8aMsdvn0XP5rIvL4pagAEL3Z2CdHIrWveHiLioqTaHJWX6XEqPuCHuKgaVmK29uqohAXHcohaKyhiX51kfNelgXX/uMi5ql/zppLhEKVbJdRUVFpU0jhGCMtzuPhQbwXHggj4UGMNLLTc1l6kCcKCrl+4w85gf7MXz0WI5t20x+Rrpd28SkD5DSzMChf8LoqmPfT/F27crLy4mKiqJ79+70nXcXpthYirZssWtbeiQTS2YpAdN6ExkQyfKjyzFZTXZtd61ZjauXNwPufh7MpbBziV27vPQSTu9NZ8CEYG4dE8p3h1M4m1lk1zbn4xXI0lIWTpuAv0HHPxPsTxvLreUsO7aMSP+h9O3xDCUlZ0lPdyDiGbsB0o7SdfJ8wsPDiYqKwmSyf0z/2XwKT2c9/W7qDTYbhduS7ffZjmhqbpVK63FZZFQc4UgxMDWvlHWHUvjTV9GY64hnbwyOwgCrv38xbLDNUl2yvfpLXR1TUVFRuWKwlZRQnpiI6cwZLFlZ9W+g0qb4Z0IabloNi0L8GTn7VoRGsHvtF7XsTKZ0UlJW0rnzbDy9wxk8JYTEo9mkxdWer+zdu5eSkhImTpyIx4wZ6ENDyFzyNrKGeqW0SQp+TUIX4IJz/04sGryIjNIMvjn1Ta0+z8UcI/n4EYbfMAd9UH/ofxPsXQrF2bVs9/+UgFZXoXq4YFx3jDotb285U8vOkptL7uef437tNDx79uCxkAB25hURlVtYy/brU1+TUZLBQ4Mewt//WtzcIohPWIKUNXLwbTbY+gr4dIcBtzBhwgRKSkrYt29frT4PJuXy68kMFo7rjleQOy5DAijacx5rvn1nrEPxwfiql0qz06YcLEeKgV4uep5be/SSigw3heGm9wgrW1Xr1eYdLxUVFRWVdk/p8eOkPPU0p64aTdzsm0iYextnJk3m7Izryf/uO2wOntirtB2OFpbwY2Y+C7v64a3X4e7biUFTruP49l/JTUtV2CYkvoeUNrqFPQJUCEc4u+vZsz5OYWcymdi5cyfh4eF07doVodPh9+ijmGJjKdy4UWFbEl2xeuUxJQShEYzsPJJhAcP48MiHlJirEpKklER9/TmuXt4MnHptxZvj/wyWUvj9X4o+c1KLObU3jf7jg3DxMNDJzci8qypWsc5kKB2n7A+XYisrw+/RipDIuwJ9CTDoeDM+DVltTldqKWXpkaUMCxjGqC6jEEJDt7DHKSmJIy39e+VJjVkH6cdgwnOgrVDN7NGjh91VrH//cgpfVwP3jg4DwGNSCNig4ApYxWootVa7OpBT1ZyFgxtLU0UuLgl7QhazIoPsKgY667VISYOKDdfEkWBFU4UsWl2VsDpv9rQfWqjmc9UiN8udtcsnVLaD1yQoPnddolwp3b1RqfS2U9df0d727ZuK9v0zFyjaC148qGg//+G9inbw78WK9uQVu2qN+XXXGEX7mS8fVLS9/56oaIe6KOtYPef/m6J9y3Jl/uCNvkrluq2/KnVpboypisc/U/pprfGpqKi0HtJsJvUvz1P4yy/I8vKKJ/ZQKfJUfvYs5//+EulvvEnoJysw9uhhvx8pic6MZkvSFrJKs3DSOdHTqyczwmfgYbCf16PSvLwZn4anTsvC4Kq81xGzbuHIr5vYtWY10x/9EwClpSmkpHxJly434+xcUT/U4KRjyLRQotacISU2l6DeFep/u3fvrly9uojH9Olkf/ghmf9bgvs11yB0OqTFRsEviei7uOLcryKPSgjB40Me5+4Nd7P65GrmD6hQ6kuIPsi5mGNMuv8h9IYLtRD9esPA2ypWsUY9DJ4V6n971sehM2oZcm1o5f4fGh/Oqj1J/HPTKd6fNxQAc1oauStX4nnDDRjDK/KGnbUaHg8N4PnTKWzNKWSSb8V1uPrkarLLsvn3xH9Xhs/6+U3Fza0v8XH/JcB/OhqNAawW2Poq+EVA/5sr9z9x4kSWLl3K7t27GT++wnnYE5fNb6ezeH56H1yNFdNdnY8TrsMDKN6bhvu4YHTeatFsQOlwPbi9xXYzc8nvDj/7/rG6lTBbi7k/zOXL67+85H5afQXropBFygVFwItCFusOpTArMojXbhpAkJczAgjycua1mwaQX9o0UQtHK1DVhSzqo3qu1mVzrkAtKqyioqLSAZA2G+cef6LCuSorq3SuatmVlGDNySHhttsxxdXO0/nh7A/M+HYGC39ZyIrjK/g+7nu+PvU1/z7wbyZ9NYlndzxLWnGzpVCr2KHYauPn7AIe7uqPp77qebarlzeDp83gxO/byExKACAu/l8IAd3ClOIX/ccF4eppYM/6OKSUFBcXExUVRUREBMHVVAOFVkunxx+nPCGB/O/WV+x/bxrWnDI8rw1DVKvLFukfydigsSw/tpyC8gKkzcbvqz/F0z+AgZOnKQ9iwrMgbbDjDQDSEwqIO5zJ4CkhOLtVCUX4uBpYMLY7G4+ncTg5D4Cs995HSkmnRx9RdDkv0JdQJwOvxKVik5Ki8iKWH1vO1UFXE+kfWXVMQkOP8KcoLUsiJfVCSOXRryD7NEz8C2iqxC+CgoKIiIggKiqK4uJipJS8uSkWP3cjd40KVezffWIICCj4RfngUuUCzRw6OHPJ75WvjkSrO1j1CVnMigwi6tlJxL8+g6hnJzErMqjOYsP6Fj6CpjpVdYYSqiIUKioqKip2yF25iuLduyucq/qQEltxMckLFlSGW0kpeXn3y7y0+yWSC5MptZQiqxU4KbWWYrKa2JiwkTnr53A6V42AaClSTeV0NuhZ0NWv1mcjZt2C0cWFHSs/prDwBGlp39E1+F6cnAIVdjqDluHXd+P82XziD2exY8cOzGYzkydPrtWn+5QpOA0YQOaSJVjyiyjYkoShmydGO3WvHot8jILyAlYcW0Hs7t/JSDjL6FvvQqurIbXuHQrD7oeDn0H2WXavO4uTm57BU7rW6nP+2G74uhr4x4aTmOLjyfvmG7xvmYOhhny8QaPhz927cLyojHUZeSw/tpx8Uz6PRtZWVvTxGYe31yji45dgKcmELS9Dl8EQMbOW7eTJkzGbzWzfvp1Nx9PZn5jLH6f0wtmgVCHUeRlxGxNEyaEMylPtC3Nccaj5Vq1OqztYdQlZOOLpab1xpLfk7+GMl3P91e1r4sj5aY78qot9VF+CbaPtAAAgAElEQVRBG+P0rSpCoaKioqLiEGmzkb30Q2Sp4/th7Y0kltxcSnbvBuCdw++w/ux6Si1192GVVvLL87lv032kF9tXtFO5NEqsNp7p1hkXbe2plrObO6NmzyXh8AGOHn4Bnc6D0NCH7PbTZ3QXvLu4sn3tEfbt20dkZCR+frWdNiEEAc88jSUtjaz3NmErMuN5nf0i1n18+zC923Q+P/op21d/TKeuoUSMGWf/QMY9BXpnEr74kHMncxl2XRgGp9oZJm5GHY9O6sGuuGxiFr+KxmCg0yL7ysyz/L3o5+bEK2eTWXF8JTO6z6Cfbz+7xxTe4xnM5hyS9jwCBSkw7RWwI0fv5+fHkCFD2L9/P//96RA9/N24dZj92mAeE7qicdaRvzHB/jGrVNCKTllzr3RdzvwruAw5WIFezqTYcabqWqWaFRnEH748bPez1LxS/j13ME9+dZjGCAw2JkywQSyuWOnq9uyPdosh1+VAqjQvQf7Z/N+jKyrb776jrBezdujXivbjt09StB8+psxX+kvqdYq273vK4ofrkpWF2YN/yVO008Z4KdpaO1fIfUfuUbT1PZXfh5Sfeina2ZNSFO3JyQ8o2qZy5Vf7p61XKdpdDylrcXW6L7fy9xPaxuc7qqjYY8AnA2q9d/Seo3YsVQBKdu/GVlRcv2ENZEkJ2R99ROngnnx87GPKbeUN3ra4vJj3ot9j8ejFjd6vSt04CcHcLj4OPx987UxOHvqMUvNhwsP/jF5v/wGvRqth9E3hrFr5BUIvmDBhgsM+XYYPx23q9ZizvXCKcMcY4jjX7g9D/kDqlt0UZWQy7fn/Q6OxU28KwM0f65gnifrKD09v6D8+yGGfd44MZfc3P+O053e8nngCnR1HEEAjBH8LD2Ju9Fk83KfyROQjdu0APD0G4e89kcSsLQT2mYJTmONcnQkTJnDwUDQBhaeYd8dt6Ow4twAaZx2uE7ryUGrdxYxVmsalOkkXt28reVlNodUdLEdCFk9P613ZtieCEVSHYzYrsuLLXtMJcyRKkSk9m93BuphD1hQHUkVFRUVFpSgqCltJSf2GdijZf4AfY79udH0ti7TwY9yPPDP8GbILYdfZbArKzDjptfTp4s6QEG+1ZlcT8TdJNBIcheBotJKuYzMoztOTf6YLhNq3A7C65FPulIVHaTcMmrrnE06DbqMsNg9z/I+A/eK/AO5mI4PPepHkX0h+l7oDmo6V30SeNZ7pnp+j1The0dALySMx35Pu7MXu3hO4r44+fawJGEoOUOY5C43efjHji/RIEWQZ4UwPL/rXYWfRGImRXeijTSbMUAQEOLRd383IVmvjI6DaDZmxlb/Gr4Rudzp29lWan1YPEXQkZHHRSXIkgjExwg9nvfLpSnXH7OL21WlIravmIFN6snj9caDCgaxrnE1GLSqsoqKickVjzcmp38gB0mTii5hVDgvI1oVNwuxP3mXKv7bz4vrj/GPjSV7+MYZ5y/Yy9o2tfL47gXKLfbENFce4ltko3u9YSCQ5eQUWmUZZ0gh+X7WKkgL7cxOr1crGjRvxcPfEmB/MrnVnHfZpis/HdKYErUsa+d+spPTIEYe2v6/+FI0VzkYKXtvzGlab/eiF0sJy9m1IJrirmbDSb+DAxw77zPv6a/QJZ9k15Xb+tSOR7CL716PVZuXlPS/TtXQDCD0vx6XatQPg3H6c939NKP1Iz99Gbu4eh6ZvbDrJQVMArh6ebNiwAavV/jHlmC28mpDGKE9Xx/tVaTQdUczCEZelDpY9IYuLOBLB2Hoys17HrDE09HlcXbla1VUJ80rNdSoh2nMAG4VaVFhFRUXlikbj5tb0jXU6cs1Ne3hYbisjPj8Rk8VGqdmK2SopM9soKbdyLreUV348wdwPdlFY1jRF346KxqClYGMC1uLa581kSic+4W06dZrMuNkvYSop5vfVn9jtZ+/evWRmZjJ9xnUMnhRCzO+pdosPS4uNvO/OovU04v+Hmej8/Dj/4mKkxVLLNjnmKMe3b2bojFk8MvEpjmcf54vY2sWPAX5fcxpzmZWr7x2D6DYWNr8EhbUdR3NGBhlv/QuXUaOY89S9lJZbeeXHE3b7/CL2C2KyY3hh6Hwe7OrH12m57M6zIzhhtcAPfwD3LoSOWYaTMZBTp/6OzVb7nB5MyuWLfcncO6Y7N8yYTlZWFnv22HfGXos7T4HVymu97OdoqdSgnYlkXO78K7hMdbDqoi4RjFmRQXYdlXWHUnj66+hG7aeh6VqNCSV8c1Ns5Rgv2aFSaTKuGgujnDIr208sHaT4/K4XhyvaPbacVLRvcFWG6Lw3R/kPuDRYOQnSuyifU8xerSyKuG5sH0U79p7aIQv5iUpHvvdXyuvZZbwy+ddvhvJGlPOT8norD1c+pOixTZnXcf8q5RiXJY+t/N1sa1P1x1VUOgzO/fuT7+LSpDBBfWgIGpGCVTYth1IIx85TqdnG8dR87l6+ly8XXoVBp/6PaAhaLyO2Mgv5P8Xjc0tVHq2UkpOxf0NKMz17PI+LSyhDpt/IgR++pd/4KQRFVOUN5+TksGXLFnr06EHv3r0xh1k5cyCDbStjufUvw9BUyzEq3H4Oc1oxvvP6ovP2IOD550l54glyPvsc3/vurbQzl5v45cMlePoHcNXNt6MzGvnu7Hf87+D/mBwymc6unSttk45nc2pPOsOmh+Eb5AYz/wvvXgUbnoFblTUT0197DWky0WXxixgCPFg0IZwlW85ww+BAJvSuirZJL05nyaEljAkcw7Vh1zLOZmNdRh5Pnkzm1+G9ca6eN7VvKaQdhVs+QeviT69ef+XI0UUkJn5At25VqoNmq42/rjuGv7uRJ6b0ws2oo2fPnmzdupWIiAh8fKrC4/blF/N5ajYLu/rRx63jpG/Er8xpd2GC1VfDWjMfqzlqYbW5/5KOcpXqymF6c1Ms5sYoXLQQqpCFioqKikpTcZ82rcEP/6ojXFzo9MCCJudKSalBWt3rtCm3Sk6eL+Tr/clN2kdHROg1uI8LpuRAOqUnq8I/09PXk5W1me7dn8TFpSLxavSc23Hv5Mem9/+D+YJEv81mY/369QghmDlzJkIIDE46xt7ai+yUIg5srKrjZE4vpmBLEs4DO+HczxcA92um4jZ+PJlLllCelFRpu/ubL8g9n8rUBY+hd3JCCMELI1/AJm28sueVSsl/s8nK9tWxeAW4MPS6CwlivuEw/hmI+Q5O/lTZZ+HWrRRu2EinRQ9hCAsD4NFJPQj3c+X5b49RbKpYRZNS8vKel7HYLDw/6nmEELhqtbzVuytxpSbeSqi2MpZ9Fn59CXpMgb43AuDndw3+/tOJT3iboqKqHKN3t57leGoBi2f2w+1CUeHrr78ejUbD+vXrsV2oJ1dstfL4iUSCnQw8HVblSKo0ghqrWR21zlV9tDkHqyE5TOsOpTDm9S10e/ZHxry+xa6oxOVAFbJQUVFRUWkqGicnvG6+GaFvXOK9EAKP6dcxNmgsosEB8NWQGiyFfes1KzVbeX/H2coJuEr9eEwJRRfgQu43p7CVmDGZMog99Xc8PSIJ6Xp/pZ3B2YVrF/2R3POp7FhVkeN04MABEhISmDZtGp6eVVEO3SP96DUigH0/JpCeUIC02shdcxqNUYvXDeGVdkIIOi9+EaHTkfr0M0iLhfOnY9m3/hv6jZ9C6MAqAYxg92AejXyUbcnbWHt6LVARGliQVcbEu3qjqz4vG/MEBPSH75+AogwsWVmcf+GvGHv1wnf+/Eozo07L6zcPJCWvlFd+qggVXHN6DduSt/F45ON0da+qpTXOx507uvjwXnIGBwuKK0ID1y4ErR5m/g+qPTzo3WsxOp07MSf+jM1m4ci5PJZsOc2swYFcN6BLpZ2npyfTpk0jISGB/fv3A/Dq2fPEl5bzn4iuuOkcqCa2ceJvnuP4w8zYqpfKZaXNOVhNEcFwdDtxlD9VqPNp0C1IrxFoGnivahYhCxUVFRWVDo3f44+hCwgAbcMmf8LJicB/vI7GaOS+/vfhpHNq9D5tZZ2xlTdMMCm7qJxDyXn1G6oAIHQafG7tja3YQs63scTEPI3NVkafPm8ghPJvHNJ/IENn3MjhTT9ycPtWNm3aRPfu3RkyZEitfsfd1gtXTwObP44h96d4ypML8bqxB1o3g8JO36ULXRa/SGl0NClLlvDDf/+Bu68fE+5+oFaf8/rOY1SXUfxj3z+I+u0oMb+lMmRaCIE9axQq1urhpqVgKkCufZDUZ5/DVlRE0Fv/RBiU+x8e5sOD47qzak8SK/bu4819bzKqyyju6ntXrf2/GB5IZ4OeB48nkvfb/yBlP8z4F3gqQ+ANBl9691pMYeFRTp35J09+FU0nNyN/v6G2vmBkZCQ9evTgl19+4duzSSxLyeKB4E6M8a57xValfk5nFKmrVnXQ5nKwgDpzmOyJYDh6ljba8j5zh3dl68lMheT7rMgg7lx3lJW7kxTb6jUCNycdeSXmSluAp9dEY7Yq96IBPF30Cls176ptcDI3gFHrnqhsfzx9qeLz1f1GKtp/8P9V0R776B8V7dSnlDVlAr9VPpfw3HxK0V5VNEPRPvdn5dfMWlg7xKbHF2WK9u0HlX3e6KYc47+yhynaxV8ZFe24B8IU7T9/9rmi/ciBOxTtoA+qbory/BUsW6ui0sbRursTunIliXffjSU9HVlWZt9Qo0EYDHT++99xnzIFgMF+gwlxD+Fs/lksttrCBvaQNj2mrKkNHp+UEJtWyJAQ7/qNVQAwBLnhcU0ocaffIif3dyJ6v4Kra3e7tmNuu5u46MP8+PMvOHl6MXv2bLuhn0YXPZPv6cPut6MpiUrFZURnXAbZrznlMX06hdu2sXXTeoq83bntpTdxsiOoohEaXr36VeZ9OZ/9X56jc6gvI26wP04C+sK0V8l5668UH/Yk4G9/xdizp13Tp6b1ZnfCed46/Ffc3fS8cvUraETt5/ueeh0f9gvjxoOn+EOWgY/7z0EMsL9aExAwg5zcXaScW4ob8OIt8/F0qX3vEkJw44038o+PP+HJuHR6u7vxl+6B9o9JpdH8K69irvWk139bfF8NrY3VFgQuoI06WHVRV56ToMrZcjVoeWW2Y/W+l2cNYFioD29uiiUlrxStEJhtEheDjhdn9qu13d+/P05uSUUSsJeznsU31LZRUVFRUVG5VPQB/nRf+w25X31NzvLl2EpKkDYb2GwInQ5pseA+dQq+Cxbg1LsqckIIwftT3+fW728ltywXi6zbyapwriZhLW549IXVJiktV4uRNxZTv1Nk277HM2UsPiHTHNppdXoMg0ZgPRuHR3YqTnWEiwb4OjHCy0BemZUMJz11yRckDR1AemIMfbIK8dEZHNp5CG/mxP2BAlnKgQHruUUzzKFtYWF3MqI9cQ8uw3uIY4dbq4HO4d8Sdz4VQ85DOGkc2w61pPHXxOW8GDqf/4XcwBMOLeG3tDvRFvzGw4NXMTRoLmDfwdS6uLJj6HhsxaXMSY7BaUTHjTZqj0IX7ZU2FyJYH47ynKo7V1BR16M+ZkUGVeZ8WS/ElF+su1Vd9n1WZBCH/nYNCa/PIOH1GRx+8RrVuVJRUVFRaTE0rq743ncvPbZvI/jdd+n8/F/w//MzdPm/l+i5YztB//ynwrm6SCfnTnw18yt6+fTCSetkd6XASetU4VylT8ecPbFR49JpBR7O6ip3Y8jL28+x40/g5tqPwKyF5K46SXlqbUlyKSUbNmzgTFw8wwb0ozgxjh+X/BOrHZl1a76JrGXH0Bm1ZIR7suv7OOIOZdayAzi+/Vd2rv2S3kNGEF5k4tyih7Hm1Q7ztFpsbPzgKOZsgdfMIjZkf8d/Dv7Hbp9lMTGkPPUUTn36EDgrGPHN/ZBy0K7tkkNL2Jm2jZu7PcS51DAe/PQAJosdJ70kB1bfzsL0H5jtpee1pBxWn8+22+fGY2m8vimOk2XP4qQ3cOjwPZSZakvHl9tsLIpJ4HS5laddIfv4UTZu3KjmETaR0xlFlS+Vuml3DpY9EYyazhVUJOMuXn9cIYZhr1aWo7pbb25SEwRVVFRUVC4vQqPBdeQIvObMweeOO/CYPh2tp/384ot0cu7El9d/yYprVzAtbBouOhcEAp1GR1e3rvxp6J/wzHwZc95VjR6PxSa5Kty3qYfT4SgoPMbh6PkYjQEMHrwM/3uGIPQaspYdxZxeVT5DSsnWrVvZt28fo0ePZsbNtzDx3gWc3b+bH//7hsLJshabyVx+DFuJhU739WPs/P4EhHmwaekxzh7KUOz/9L5d/PzB/wgZMJjr/vQcXd9egjklhcR778OSXeW8WM02fll+nHMnc5k4L4L7pt3Krb1u5eNjH/Pu4XcVDklZTAxJCxai9fAg+L330dzzNbj4wqpb4XxVYWMpJe8cfoePjn7EnF5zeHHcIt6YM5Bdcdn88cvDSierKBNWXA+5CYhbP+W/g/ow3tudp2KT+SlT6QxuPJbGo6sOMqirF3+/aSqDB32M2ZzPoUP3UF5epdZosUkWxSSyKauAV3oG8cjo4Vx11VXs3buXzZs3q05WM/KvvCcqXy1NXaqFzRkeeKl9NSpEUAjhCXwBaIFiYK6UsrzurZqXiytHb26KrcyrcqQimFdqJq+0Iqzv4spU9T6g7rpbKu0TZxcTgwfFVbafOXmz4nPzBmUYwVxjpKId8ni8op2XqwxnSJmljIfv+a3yn3/SXJui/eDQzYr2D3+bVGvMeWOUDw0+v0+ZxzXmi3cU7e+WKYv9RXylrOU1z12Zs/X6PfMU7fAz5xXt4k+rrQw/3LDcDRUVlbZNv079eGPcG0DFZLd6Lo8lP4FXfzpJSSPD/YaHehOkKuY2CIulkEOH5qHXezIk8jOMRj8wQqcFA8n84AiZS4/ie1cftMGubNiwgQMHDhAZGcnUqVMRQhB57UykzcbWT5by/b9f47pH/oSmCLJWHMdaYKLTvf0wBFeINcx8fDA/LIlm09LjTLrbSsSoLhza+D1bVnxIl/Be3PDkX9Dq9LgMHUrw++9x7pFHSbxrHiHLPsLm7c+G946QciqPMXN6EHFVhRLfcyOfw2Q18V70e+Sb8vnziD9TduAgyQ8tQuPuTsiyZegDLoij3LUWPpsFH0+H21ZiDbuatw68xWcxnzG7x2xeGPkCQghuGhJMTnE5L/94gpzivXwwbxiepvOw8hbITYQ7voRuYzEAy/qHcWv0WR44lsBLPYOYH9SJtQdT+PM3RxgQ7Mmn94/AxaADwwAGDfyAw9H3sf/AHAYN/BCrsRuPn0hkY1YBf+8RyP3BFff9a665BrPZTFRUFGVlZVx33XWX49JoflTVwDZHY3Ow7gT+JaX8RQjxHnAtsL75h1U3F0Uw1h1KadRK08WVqeoOliMHTZVcV1FRUVG5UqgplDArMpjXNzRuUuas1/LIxB7NOax2hRAiAFgjpRxbrzFQWpqIk9NkBg74ACenKmEFfSdn/BYOIHvFceI+3EOUfxzn8tK4+uqrmTRpkuJvNWT6jQitlq0rPmTzC/9mkNt4NAYdfgsHYgzxqLQzOuuY+fggfnr3CJuXH2TX1/vJObeP8GGjmPH4U+iNVeqSbmPGELLsI5IffIiDd/6BU0MXUlSiZcp9fek9sqo2lE6j46UxL+Fp9GTl0U/o9OVWrv75PIaQEEKWfYS+S5UkOn69YP7P8PnNpKy+lefDB3DAlM6dfe7kmeHPKEJVHxjbnU5uRp5eE81//vsGz1vfQyeAO7+GblWn1k2n5evB4TwSk8gLp1NYcTSF5KhUrgrzZundw3B3qgpV9fYexZDIlRw5uog1+/7AO/rFpJTreKVnEPODqx6qCiGYPn06RqORqKjfKC5RPgDtCLR0Hlb1VayWFr9oqPDF5aBRDpaU8t1qTT8gw5FtS3NRrr1meF991FyZenpa71r9qJLrKioqKipXMm5GHcvvHc7dy/dQZrbVa++s17JgbDdG9+jUCqNrewghvIFPANeGbmOxGCgqfASr1avWZ8X6co70z2H3nj1ocmGySyRDAwYjakStSaukT/jV+I3whXQLOYXnyQhLJ1IThBEPha2lvJiuEedIOryKnPxinD1HETroLqRUTvWklBR16kny/e8Se6QQp6xsRhqiCbIYkDJA6YyXm1mQFsGUNf44xSWzu5+OssfHc6O7pKYWX5pOxxfDZvPFydVQep7/M7two1M4wmICvXP1ATDL8wzjQ9/HO3U7h2w92Nj7ZWYaBtKvxkqrsErG5MGulFLOBDrhPCmQST0CKbdTQydT35fVXp+wLrMED1Mer7r+xA2uc7DZvNFoqp8DM4MHS/SG37Bak2r10xForJPV1Jyr1nS2WoK5P8zly+u/bNK2dTpYQogPgOqexhYp5UtCiKsAbynlbgfbLQQWAoSEhDRpYPVhL3fqIkFezpSUWypV/6pTc2XKXsihKrmuoqKionKlM6KbD5/eP5L5K/ZhldJuuKBBKxBC8OikHjw8IdxOLx0GKzAX+K7hm/jx2297+e23vfj7++Pr64vNZiMnJ4fMzApBikGDBjG68yDkzhxyVp5A6DUYurqjcdFhK7dhPleIrcSCxkWH07VBnE44yfFftxK9cyPunfwI6BaOlFBSkEfamVNIm40uvSIYNHUep/ZZ2bk2jj3rE/AJdMXL3xlTiYX8zFLyM0vR6jQMnBhEj9w4Cj/dSvL8b9D5+WEID0fn44M5LQ3TmTPYCgpwDwnB8MZiot13sSXhc95L+Jye3j0JdAtEJ3QkFCQQnx+PRDIpZBJP+QwhaOubsPYBMHpUFCZ2D4DSPEg/BsWZeLv6UT7hb/xcdA3LdyXzwdHfCfV1IczXFXcnHYnZJZxMK8BslYzs5sPswM58UVLE386msvhsKkM8XPA16NAiiC4sIcVkxkkjWBDsxxzDaXKTtnPw0LfodJ54eg5GozFitRSTl38Qm60UZ+cw/PxeAW5vieulRaizyHAHZujyqrSKHv61SxBcDup0sKSUD9Z8TwjhAywBbq69ReV2HwIfAgwbNqxFsggd5UgJIOrZSXZXuBytTNVVd0ul/WGLtVA8rkpNyWVGmOLztJHKS9KtxgOs2D1Ke+d05ZMy30lZirZpulLGVmtQOvafxCrrbpnG2qterXyCfHqesq7VIz2UeVum55RbPxm4SWl//E5F26fGxCnjI2WSvO9fqmR7RUq7075RUVFpIiO6+bD7L5NZdziF97efJT3fhF4rsEqJTqPhzpEh3D06rMPlXdXxgLm+7RQPmB9++GFiY2OJj48nKysLjUaDu7s7kZGR9O7dG1/fCsEQObIbZSeyMZ3Nx5RYgLXIjDBocOrljVO/Tjj19kZj0DKR7oycfQsnft/G+dOxZCbGo9HpcHJzY9jMm4gYPQ6/0G4IIeg3DtLjCzhzIJ3slCLSEwpwctXj3cWVwVND6DHUHydXPdCbgPvvpnDDBop37sQUn0BpSgr6zp1xv2YqnjNm4DJyJEKj4T/M5XzRedadWcfx7OOcKzyHxWYhzDOMKaFTmN1jNoFuF9a2BtwJib/D0a8h+2yFAIbRDXpOg9CroP8cDHon/gw8OKk3G46l8euJdDIKTSRmFxPo5cwDY7szOcKfYWEVqy1zpeRIUSkbMvPZlVdEcmk5ZikZ4uHKIi9XZvp5EWDUA3OxBF1Pds52srO2UVR0EiktCI2OwMA5+HiPwdd3AhqNnvbkYCm4xLyr+lax2otSYKrra5d7CHZprMiFAfgaeE5KmdgyQ2oY9eVOqStTKioqKiqNQQihA+IuvAAek1IevYxDahVcjTruHBnKHSNCyCkup7DMgrNBi6+rAZ22Yz5wsfeAuYHbKR4w+/v74+/vz9ixdadtCY3AuV8nnPvVH4Lp4unF0BmzGjSegG4eBHTzqNdOYzDgeeONeN54Y722Xdy6sGjwovp3rtFAt3EVr3rwcjFw+4gQbh9Rd9STEIJB7i4Mcnept0+dzpUA/+kE+E+vf6wdFHtOVks5Vi1RlNiec3XmwvibayXroppgY0MFGytyMR8YAjwvhHgeeE9K2bTgxEukIblT6sqUisqVhxBiGdAX+FFK+fLlHo/KFcVAYLWU8s+XeyCXAyEEvm5GfN2M9RurqKg0mrZ4/4pfmYNlquPi082NIyn3xjpe9a1cnanmKF6OsMHGily8B7zXQmNpFOoKlYpKx0MIcROglVJeJYRYLoToKaU8fbnHpXLFMAq4XggxETgKPCilVOsWqKioXDKXev+Kv3lOs8ixl1nsiNpsKANAd51T7c9aiboEMS41DPBMPatyDXHAGit4IVq60JoQIhOoL5ywE5BVj01r0ZbGAq03nlAppV/9Zm2fBl5zKo5ps9eCEOJ/wEYp5U9CiNsAZynlxzVsKnMgqMihaOwdqSW+cy31Pb5SxnpZrjk7eTZbgQ+llOeFEJ9SIcldqxRJM1xjl0pbu09By42pzf4/qg8hRCGtf200hbZ4PdmjXV9jl3j/ai9/o4ZyJR2P3eunsSGCjaYhF60QYr+Uclh9dq1BWxoLtL3xtAfa681YpUG4AikXfs+hImRZQfUciKbQEt+5lvoed/SxXio182yEEEYppelCcz/Q08F2l3SNXSpt8Vy2xTG1AWLbwzlpL3+79jLOOmjy/esKOHYFV9rx2KNjZq+qqKi0V4qAi3Jmbqj/w1Sal8+EEIOEEFpgFhB9uQekoqJyxaDevzoQ6h9XRUWlPXEAuFiyfRCQcPmGonIF8hLwGXAY2CWl3HyZx6OionLloN6/OhAtHiLYQC5bqIUd2tJYoO2NR0XlcrIO+E0IEQhcR4UoQXPTEt+5lvoed/SxNitSymNUKAm2ddriuWyLY7rctJdzoo6zdbiU+1d7P/aaXGnHU4sWF7lQUVFRaU6EEN7AVGCHlDLtco9HRUVFRUWlIaj3r46D6mCpqKioqKioqKioqKg0E2oOlnZZ+XAAAAXzSURBVIqKioqKioqKioqKSjPRqg6WEMJTCLFBCPGzEOJbIYTd0tFCCJ0QIkkIse3Ca0ALjGWZEGKXEOKFS7FpprHUe15a45yoqKg0L0KIxUKICZd7HI2lvY67I9Ba96UGjkW9L9G25hN17L9dzDMaOobLfT5bivZwLTWG+sbaFq65lqK1V7DuBP4lpbwGSAOudWA3EFgtpZxw4XW0OQdRvZo20F0IUavWSUNsmpGGnJcWPScqKioqKm2bVr4vNYQOf19qg/MJR7SXeUa9Y2gj57PZaUfXUoNo4FjbwjXXIrSqgyWlfFdK+cuFph+Q4cB0FHC9EGLvBe+3udUOJwBfXfj9Z6pkMxtr0yw08Ly09DlRUenQCCHchBAbhRC/CSE+bsaunxRCbBdCfHGhvtIlI4RwutDf70KIH4QQLs3Qp7cQYrMQYisV//8uGSGEixBijRBihxDinebos4MzgVa6LzUQ9b7UxuYTjmhH84yGjGECbet70FxMoB1cS41gAvWPtS1ccy1CizpYQogPqi37bRNC/O3C+1cB3lLK3Q423QdMkVKOAPTA9GYeWs1q2gFNtGlW6jkvLX1OVFQ6Ol2AJcAUIEwI0Vzf+f1SyvFAPjCzmfpcCERLKa8GvgH6N1OfP0gpJwLmZujvYp/HpJTjgC5CiPYggd6WafX7Uj2o96U2Op9wRDuYZzRkDG3mfDYz7epaagANGWtbuOZahBb1FKWUD9Z8TwjhQ8Uk5uY6Nj0ipTRd+H0/0NxLoA2ppt2qFbcbcF5a+pyoqHR0zMADwH2AD1Xf/0tlz4WfB4HwZuozggrHCmBFM/XZDfjywu/7m6nP3sDoC/lcXkAQcKSZ+u6ItOp9qQGo96U2OJ9wRDuZZzRkDG3ifLYA7eZaaiANGWtbuOZahNYWuTAAXwPPSSkT6zD9TAgx6EI4zSwgupmH0pBq2q1WcbuB56Wlz4mKSkdnPrAGuB0obsZ+h174OZDm+z9yEhh+4fe/UOEYXipJQL8Lvw9uhv4AYoH/SCknAC9c2IdK02m1+1IDUe9LbWw+4Yh2NM9oyBgu+/lsIdrFtdQIGjLWtnDNtQitWgdLCLEIeJWqE/gecBS4Q0r5QjW7/sAqQADrpZTPN/M4PIDfgF+pqKZ9G3BLjTHUtBklpcxvznFU21fN87IV0LfmOVFR6egIIcYB7wK5gBZ4WkoZdYl9LgZGAi5AJnCblNJyiUNFCOEMfAL4A9nAnVLKskvssxMVEzBBRajG81LKbZfYpyvwMdAZKKDif33BpfTZkWnN+1IDx9Ph70ttbT5RxzjbxTyj5hj4//bunzWKII7D+PNFm0AqEYIKItilsLGykFjYiIi1lfgPLUWw0EIs7gUIVmphJYSQxkIQREmwiSCWip36DizEIsVY7AQOJGYle7k/+3zg2Lu5nWV2WLj9Muz94AV/3yOOfT5HYVqupbZans/Yr7lR6W2h4bSopt1mH0mS9oq/S5PH+4m9N6vzOWvX0jSNtWu9DViSJEmS1LVJfjhOkiRJkqaKAUuSJEmSOmLAkiRJkqSO9C5gJbmRZFDfr9T6LNvtu7bDsR7+q///Hk+SJEnSdOtdwKIpynkuySJwcLd/QyxJkiRJW3oXsEopm8BT4BUwaNsvyXyS10neJ3k+9NWdJOtJlpPsS+NZbVutxdMkSZIk9UDvAlb1lqZA50aSJ0nWhl4PtulzCHgMnAWOJVmo7R9LKUvAT+ACcJGmeN8S8AM4P9IzkSRJkjQx9o97AGNyl6ZC+K1Sys2WfTaB68AV4AAwV9s/1O0n4DjNnJ6qz1vNA186GrMkSZKkCde7FawkR4FF4CpwOcncDl22XANWgUvAr6H2k3V7AvgGfAWWSylngNvA592PWpIkSdI06F3AAu4Dj0opv4EVoO0K1hvgHvCufj5St6eTrAMLwEualbHDtW0AfO9q4JIkSZImW0op4x6DJEmSJM2EPq5gSZIkSdJIGLAkSZIkqSMGLEmSJEnqiAFLkiRJkjpiwJIkSZKkjhiwJEmSJKkjfwBXRaD0TJUXTgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x144 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from style_sheets_reference import plot_figure\n",
    "\n",
    "plot_figure()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　而在`matplotlib`中我们可以使用`plt.style.use(主题名称)`来设置全局主题，但我不建议这种全局性的方式，我们可以配合`with`关键词，像下面这样临时使用某个主题："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-12T11:43:55.913216Z",
     "iopub.status.busy": "2020-11-12T11:43:55.913216Z",
     "iopub.status.idle": "2020-11-12T11:43:56.376977Z",
     "shell.execute_reply": "2020-11-12T11:43:56.376977Z",
     "shell.execute_reply.started": "2020-11-12T11:43:55.913216Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x144 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用bmh主题\n",
    "with plt.style.context('bmh'):\n",
    "    plot_figure()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-12T11:43:56.377974Z",
     "iopub.status.busy": "2020-11-12T11:43:56.377974Z",
     "iopub.status.idle": "2020-11-12T11:43:56.918529Z",
     "shell.execute_reply": "2020-11-12T11:43:56.918529Z",
     "shell.execute_reply.started": "2020-11-12T11:43:56.377974Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x144 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 因为前面主题的设置是局部的，不会影响全局\n",
    "plot_figure()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　而在`matplotlib`中内置的主题列表我们可以通过`plt.style.available`来查看："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-12T11:43:56.919565Z",
     "iopub.status.busy": "2020-11-12T11:43:56.919565Z",
     "iopub.status.idle": "2020-11-12T11:43:56.925511Z",
     "shell.execute_reply": "2020-11-12T11:43:56.924513Z",
     "shell.execute_reply.started": "2020-11-12T11:43:56.919565Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Solarize_Light2',\n",
       " '_classic_test_patch',\n",
       " 'bmh',\n",
       " 'classic',\n",
       " 'dark_background',\n",
       " 'fast',\n",
       " 'fivethirtyeight',\n",
       " 'ggplot',\n",
       " 'grayscale',\n",
       " 'seaborn',\n",
       " 'seaborn-bright',\n",
       " 'seaborn-colorblind',\n",
       " 'seaborn-dark',\n",
       " 'seaborn-dark-palette',\n",
       " 'seaborn-darkgrid',\n",
       " 'seaborn-deep',\n",
       " 'seaborn-muted',\n",
       " 'seaborn-notebook',\n",
       " 'seaborn-paper',\n",
       " 'seaborn-pastel',\n",
       " 'seaborn-poster',\n",
       " 'seaborn-talk',\n",
       " 'seaborn-ticks',\n",
       " 'seaborn-white',\n",
       " 'seaborn-whitegrid',\n",
       " 'tableau-colorblind10']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.style.available"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　你可以任意使用其中的主题："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-12T11:43:56.927506Z",
     "iopub.status.busy": "2020-11-12T11:43:56.926508Z",
     "iopub.status.idle": "2020-11-12T11:43:57.366332Z",
     "shell.execute_reply": "2020-11-12T11:43:57.365335Z",
     "shell.execute_reply.started": "2020-11-12T11:43:56.927506Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x144 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用ggplot主题\n",
    "with plt.style.context('ggplot'):\n",
    "    plot_figure()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "　　除了这种方式之外，我们还可以使用第三方的`mplstyle`格式文件来设置主题："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-11-12T11:43:57.367330Z",
     "iopub.status.busy": "2020-11-12T11:43:57.366332Z",
     "iopub.status.idle": "2020-11-12T11:43:57.803164Z",
     "shell.execute_reply": "2020-11-12T11:43:57.803164Z",
     "shell.execute_reply.started": "2020-11-12T11:43:57.367330Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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pxMRE2O1vzwaZBg//Dmd0dESd2ovDV93LF3N7cbLUg/MUWKu5PC6N5Z6JLHtzF1NTl3HQBePqOJKqEvnu51y31x+N3oMl4XmYkl0zro5ztDSTiN9fo+Lch3h/yht8ceC/YDM3f2A9yjU6rr12MMt3bmPlZXu5JWYoO/SuX5glJBIW2Bh+YR4fJUXxx29hyKmuVSs8zpb9wWydP5NxN/3PreMFdahIDnlXfl4erHp2DhMefR2z9fRyrXpEhwNwOKdpL25j8+676mLe+PpH9xWQJfg7JsnlQ91fVSDo2OweoPLT+PZb/5cL4dfz2299gUDgOk89eifdk2KRZYlzxw7hSGpWe6sk6CTEdjvKM3cdgHqFIZzB0iOR7OfvY+okbyqNlSyMnEKE1sdlObIkc1nvy/Ey2Vjc30zagzdhusS9C9HM4nRuOPwL5i0fogmI45Jek9ySU3uWyqH3ZCbNH0Q+HryXsZswS9MVGRtCr7Px9kO7eLnsMAnfW8i8XkPVJPfCd6cFDWFixeUsfnaGW8cLGmfEWUkYdFoGd48/bVk9Y8LpGRPu9rzTMq5OE+HBEnRJqrxVvmkgZK6t+eI66L9XJSJfeLEEgs7AoqWr+NcTM5GADZt2sW3HgfZWSdBJmP9VX2ZfvZ9DmT4sWpPo9HFKgB+lrz+NVFVNzTMvckelhuUJ1/N2zGVcl/E5NhcMtvO7XUiUfzSrD6zEtDkVfY8Qyp+8B+1fR9ClN14Ovj6jqku4v/AIa/wieNNSxZC0Xzm/24UMjR7O9pytzp+bt0rBG1bkCtA87sWs6EF8k76Zd3N2c0P8cCzN5HKdyoM3H2Jo7zIefGMAbPPEEGKj6DkbunQJQ4rz19gx3nE8EX4+P1Qc5rWC350+zlUCA/144em7mX3vPAAeffA2EuOj2Ji8myWfrmm1ddub0X268eXv2xjdJ4kBSTFoNTKDusXh7aHnnnc/5+pxo5Cx2m2rMNUw96bLCPX3oaCskmeXrebOS89j3IC6PjuTRvTn7rc/xVOv46U7rsZTryO7qJTnlq1h9mXnO8w7znv33Myst5YCoNNqHNaYPuFsB/2KK1smSuGMM7Aay59qar6gY/PSI/bj65bDyilQ5dvw/LakxhO+vAYmr3EMFSypV81w/A/24+kf24+X3WQ/3jPQfvzIK47rZ8faj7+62n48bYn9OHiUowyB4EwiPSOHaTOeam81GkdVibeYCLaasUlQoPUgz8WmroLWYeHq3nSLLuL/rj/C5n3BHEj3a/YYFSibex+20CCC73gITVEJB4Gn8n7gzZjJ3BM6ltcLNzi1fu+wPgyKGsKW7GQOFx1EAgIee4miL+ZT9tLjhEy7F6mmtlk5YZYa/pOzh3S9N49F9gFJYkfONqL9Yjg3aRz5lbnkVOQ4cW4qRf+yYY2GyOkatEUShw0+PBzVl3dz9vDosUM8F3GWU+d23pAcbpiYzeI18azbFIEEhN+jIedLKwWvW4m+Uotsat7ICtB48FrUpaSZS3ggZ60bvkbn8PXx4smHZ+DhUZefdN7ZQ9HIMnfNeZ7HHryNmOhwjjYT9uYMHbEXVv+EaGa8sYT5c27itz0HiQkJ5K43P+H2iecwrFcCgMM2Py9P0vIKeGrxf5kx6VwuGz2I+at/JfNYXXjr2s17AAjx92HF+q1sOZjOW7OvJ8jXu8F5DXH5mMEOazSky/fb9rfI+3DGhQiOOjSfbgdebXJOtwOvnniJEu2dj9Qklb86UAPd5NGw8vL21qJz4e3tyWvz7ueNlx/kxWfmoNVqePTB2/jg7SeZduPk9lZPIGhzPBUr1xSl8kvqBr5N28jH2TtYkrWDn1M3sDI9mUsq8tGqotph+yLxzId9KC7T8/I9e/A0NF+IwHTZxdSOG43vO4vR7ztZZWhNxV98WbqXWSGjGOUV24SEOnz0vlzQ/WKOlmezIf2kV0ZTVELAU69i7ZFIxQN3NX8KqsrLefvxUqzMjhmI8ZSCLt8f+pbymjImnTUZnab58uZVV6pUX6oS+I5s17/qO78IFgXGMb00izHVzeeHhQfVMPeObexP8+Wtz3ucPLcSidBHNFhjoeRB5z77L0ZOIFDryX1H12JUXc9xcxabojD3+flUV9eFQg4eeBa//LYFgC3b9zOgX4+mDu+0dI8KI8DHi5fuuJrIYH/CA/z4dsteAPJLy9Fq6vIT629LjAhhX0ZdhbK96UdJCA9pUL7VpjBlzCCenXY5/l6eGHTOG5eNrdGQfi1BlzGwknvOJrXPQw6v5J6z20WfxjxfwiPW+mwb1t4aOLL4VhwaNgoaZ/yFo1n+1ffc98hrlJSUc9H5I088/YuKDCUmuvmYbIGgq3BWTSV/HPmDR3L2kGAx4akq+ClW/BQrHqrCgJoKXs7dz/epGwl3I7dF0HJUVOt47N3+xEcYefDmQ03OtUaGU/HgTPRbd+P96X8d9j+T/zPp5hJejZ6Et9x0WesJPS9BI8msO/itw7XGsGk73p98hfGqSdSOGNSknKvLczmvupiXw3pyxGCfA2a2mfnur7X4Gvw4N/G8ps8tTKX4ERsemyX8Fzjear4S1oM0vRcv5+7Hx9aUIaryzMz96LU2Hn5rABarvSzPbTJ+S2Qqr1cwnt20kXV1QD8m+PXk3wV/kFJb0OTc08VorKG6+mTjaA9PA4VFpQBUVlQRFOhY+VCn98bg4Y/Bw/9Edc7GXrKsOfFqal5rv/QGb3R6nxOvsf1788nPW/m/9/7LV3/sZlSfblgULTq9D1qtB1qtB5IkOWzLLKxgYLdEdHofBnZPIrOwAp3eB5uqxdvzpPwrzh7B+r3pPPPpj9RYbGh13g3OO/6SJM2J3xtaQ9boHXSxl+Hd7HvQGB3Lr3gatGTVvuMNh0+nybDwfLUPFq1KTvMP+9qcA31h90AYtLv5uQL47+pfTvweEODLhIvGsOLruhjK40//GgqvcKeEdkuWmT5VjrtyMzYub3B7wpippyW3MbZ/4thQd+gt17SYfGheZ1GFrnF61lSyInMLXoqtySeiPqoNg8XEqvRk/pE0miJt1yyd3BnYuj+IT9bGc+vkTNZuiGTHX44V81Sg/Ol7QQX/f/0bSXV8AGdSLTySu44VCTdwX+jZPH/s1wbX6x8xkISgRH46/APlNWUNzvF97xNqxo2m/In/I2TqrAbnhFtqePLYQTZ7BbIssOELaV5lLttztjIsZgSHig6SXeZYBEZFpXiuDbQQMleDpDqG7tXKGh6M6seXGVt4vOAgj0f2dZgDcOnZ+Zw9qJhXlg4iM6/h+7nAt2RMYxWKnrMR8w8JudpxvWCNF4+Hn09ydRYLi53PIWspTKYaDIY6r5+npwey7KjjqRVKm6vOqSgnq/O15/enWaeiMVchyXWen+E9Ynjrvz9hMVexOeUQsaF+WK0mLOYqrNa6hz+q6rjtm837mXvTZbwz+0qOlVaw8NtfsNoUNu47wIu3XcXFg3swf/WvbNp/kIenTmTKqL6oqo1Ab5nsY1UO83b+XZxIVW1Y/m5q/M0fmx3WmD7hbAddLKc0Qbaaq6mtMSO5kCt4nC5jYLUGjRlnyT1nN9oHqyHDytX5AvepbD7kvd347AZhYLlK3z7d8PXxJu9Ykd3Tv8geCQ3Od6eEdkuWmT5VTkuXrz4uqy3KYre0fFHK2z00qsKS7B3NGlfH0aESaDMz/+hurk3ofL19uhLvrujGxSOPMXfGAa5+eDRWm/1fsGbiOMwjBuP34tto8xr3puw05fJp6S6mBQ1ldXkKe2rsmyp66bw4N2kcmaUZ7M5rvP+WVGvG/9k3KfnoVapm3YLneysc5jyTn4JOVXg0si9qE31//sz4g6Sg7ozvcQlLti/Eqth7oKonqhgvUAl6WUaX3bicXZ4BfBScwF3FGXzjH8U2L3tD1N/HzCO3/sXuQ/58+VN3oKJBObJZIvQpDbmf2yj9p0Lwy45hXk9EnI+HpOXJvB/aJZbk4KEMBvTrwf6UVLp3iyUru4HmmE7SUXpgAUj13s1/vnOywMT2w5lsP5x5Ynw8P0qn9zlhxJyaM/XUYkcvboWxxk4mwPUvfujUPOBEgQsAi9XmsMaCb0+G0zaVv+UOZ6yB5Wqxi8aMpFNx1YsmemK1DB+eElZ+g+P/V4dh3UR47UEVra3ugvPoPPv9Sen24xkL7Mdf1XMq/HSh/fiBfzuu+d8r7MerL7MfWzpwM3VfX2/u/+dNPP6vd7jumgnNPv0TCLoa51cV4a1YXYrl1wF9ayroVltFqsH1Mt+ClsFUq+XFj3vz7qM7uXVyBh+tTDqxT/HxouL+O9HtO4jXN981K+u1gt+5yLc7L0ZNYEraJ3ZVBc9JHIdO1vHzkebLURt27MXrq7VU33A5/j9uhn0nbyjPqypkfFUhL4X1IFPv1aQcq2Llx8PrmDrwBobHjGRT1p8nz81bpeQxG/o9En5Lm//k/ickicnl+TyTn8JliaOwneIpePDmQ/h6WfnXB31QGvCC2Z3bXhnfFSoVNyn4rJIx/HVy/ljveKb49+E/hRtJN5c2q1Nr8PufO5j/5uOEhAQwavgA7pzzXLvo0dJIioqqKCc8WF0JVVXAYsGdHljQhXKwXOV4sYvmCl4cRxhDHZ+SQJWi0PbWonFMXpDarb216BxotRqen3s37y/8imMFxSee/gF07xZLXn5RO2soELQ+dxWn46O43qhTqypML8lsfqKgVVm/I5QfksOYeXUakSEn83EqZ09DCfTHf97bSErzxRmqFDPP5f9Cb48wrgs8WT42yi+afhH92XZ0C6WmEqd08n1nEVJFFSX3TDthpukVhbnHDpKq92JRkHO9i46WZ3OwIIXhsSPxM5wMHSm7S8EWCiHPy0hK8zemJlnLc+G96F1bxU2lJ8vI9+tWzhXn57Lkf/EcznauJHDgmzJyGRTPtaFKdWenQ+aZiItIry3hvaJkp+S0JHMeeAmoy8mac/9L7D+QypwHXrbLzzpd2tOjpam1YSs8hurG91RHRlVVrMVFaI1mpCa8uU3hsgfL29uTZ56chUaWMdXUMve5+VhPs1Nze+GMV6ojyxfYc7gTFOXZ2x96NZ33LAD+ccm59OwRzy03TOaWGybz7fd/MOHiMV3u6Z9A0Bh6xcYgk3thlTpgQmUBTzaS1yJoO15ZchbnDtnAPdcf5tG3B2BJisd4zT/w+motupQjTsv5vvIQydVZ3Bs6ljXlKVQqZi7sfjGVtRUkZ21yWo5cUYXve59Q8fgcai48G8+fNzC9JJNEs5FpsUNc6ku1Pv1XkoK7cV7SBaxJWYklXqV8moLPNxKGfc7L+d43jN+9g7m/MJW1fhEUafU8eutfFJXp+fCbpOYF/I2mQiLoNQ1F82xU/0PFZ43EjUGDSTQEcXvWV5jV9r1Xrawy8sv6ts//ak20Wj0UlWOpqQWDAZwwRiS9N1Y3wvnblNpadFUmdBr3c1ldNrCOV/faun0/D95zC6OG92fDpl1uK9BSNBby11TVPmeMn+MFL9xBGFdtS2cxsK7+ur216PisXPMrK9fYJ3Rv2LiT4UP78ukX37Xo0z+BoCPip1ixSDIaN0uve3exJ8qdlfxiDxavSWDmVWl8+l0c6+c8i2Q04fv+0uYPrsfz+b+yOukW/hk6hpUUEuYTzv9SVmNVXCs37vXf7zBdexmV980g5tc/+GdRGj/4hPKHT8OlsRujsraSzVnJnJ14LrG5cWx7KA2pFgLfdDFcTJJ4Jvwsvk/byJyiNJKvDGBQr3Keeq8vxhrXblN9VktU3ChRcq+NyJ88mRM6mt+r0vmtKr35gwVuodUa0JgUVKNzRpPBQ0auqWp+YjsiSTLSaRhX4IaBVb+6V2lZ5Wkp0FJ0lGIRp2OQCdzjhs/qflZ2gnSDLSNO5kGl9LHfd069XpK31Ws0vHOw/dha77/3jfsc10vIsB+/Pcd+POlb+/H9jiI6DF3x6Z9A0BhmSXZIIHcFq5thLc7SXR/M1MAB9PAMR1YUCq1VrKlIYX1VumhIUY+FKxO46oKjPHh3Dj+cPRzfNz9CLnf93imltoAVZXu4IWgwpX615FXkcrAwxWU5kk0h6M0lHHtnLrN8LehVhZfCe7osB2Db0S0MiBzE2f3H8fv5qQT+WxNL734AACAASURBVEZb5PpnL93gzeeBMVxfepTzzj3GgTRfVv4W5bIcSZUIelUmf4mN7jMj8F1nYN6x31yWI3ANSZKQJOcMa1nWIruQs6UoNmqMpXi5+ACgvXG7yMXx6l77U1LttjtTJrmlywy3Bn3SPuRA0p2tukah1djo+9DS79H6uJsI1TomrhZajZyXtaxLVPhqJge2Q9CRi0oIBIKOQ6WsxYqMAfc8UXlajxbWqI4RXjE8EX4+3QzBaCUZ3Sk3VRf5dqdGtfJeYTKLS3e0yvqdEVOtlv+s6Mlzd+1jSvZCNi9f7bas1ws2kBDZDy+DD2v+cl+O54799P7iK27etoHPwxLJ0LsXcWNTbfyZ+QeX9LqUoT/3pmjZYbd1ejskiWurjhK11MxD/gNQ3byoe26VCf5Vw483ZrFg3TYO1Yqc3c5MeVE6VmvNmWFgnVrdqz7OlEnuDCV7XdWv24FXXfZehWq9WB93Y4Pet5Z+jxoyro5v7+h/i65EZzACBQJB+6NKEl8FRHF96VH0LvqEqiUNHwfFtbhOV/r35dnIi/FspOmtj8aADwYeCD+HoV4x3JOzBkX4swD4Qn8dN+o/4/GCJ7jSMgjFzcpk1ZLCdk+JxFoV/9pajp6GTs888Si1BgPz7nsIPnEske0s2/rtZWDocKZ8cwFLLGkouBfWWuMrUztNwu8jFVu8DE0XM2ySpz85h/vO/YVnrvwdrxfclyNoXyxmIxVl2UQnjm5vVVzG5SqC9at7dVWSe85uk3VEnlbLIXWC67i247SvEAgEHZzFQfEoboT6Sais9o9sUV3O80ls0rg6FS9ZzzjfRJ6NuKhFdeisqBqZ8rum8YppFt0DCvnHubluyxoeOxJkDX0qTTwQdo7bcvoaS5icm8Y7l15Jxl3TsIUEuSVH1aiU3Gtl7ahfCFIC6R8xwG2dpk3ORDtDoVSv44FC9z1hPQ0hzK4Ywch1kRy7xow1ohPcHAgcUBQrBTl7CAhORKtrHY98a+KyB6t+da+Va37h59+2tIZuTtFcpb6mmvk2VRhDGD6dh+mL6n7+fAHsGNq+ujRHdA7021f3e/2cqrnP2o+XTGta1vsz7ceeDdR9GPeb/di7noO518F6B1zd9JqCzkvejnUN7zhyxnbr6PBk6r1Y6xvOJZXH8HKy2IVRknkrpBumZkL1XUEC5kVOdMq4Oo6XrOfygL4sKtlOqtm5EuJdFdM/LsIWF83v9xaw/xI/Zl+TyrcbIh2aDzeHl86LwVFDSCk4QGXRMR4NH8dwrxi2Gl33Y83J20+pRscnBRbQaqi643r8X3rXZTlVk1Us3SDvjXRyyo8yMm4M+/L3YnOxYl+QXy3T/pHJup3h7AsMYO6xg4yqLiHZ23XD777Qs6lWzJS9WQ7j60rHhzzT9fo0dWVUVaHg6B70Bl/8nGwd0NFw+Ru4oepe7Ym7zX/BvjBG/ZC8tixWUX+tQms152V14I65HZTwY+2tQfP0FCXaBQKBCzwW1ZeQbDPDjaXNGllGSWZFQDQLghNaVIex3gl4u2BcHUcrydwaNJSn8ptvgttVUXU6qu68Ed2+gxh+38xb5d358IkdXHXhUZb/4FoY5/DYUWhkLZsy/8RUW8mtQUO5N3QsN2Yud0nOIFMZ51Xk80poD2qOleC16geMl0/AZ9FyNMecz1dStSplM23o94PXLxIbAzZwzYDrGBA5kJ25ruXgTb8sA4PexrvLu5MT4MGM4gzuLzzCtV7DnSr9fZz+HhGM9+vBGwUbMBWZ8V0hU3mtgv9CGd3Rrhujn7PCSvS1LfdQpT1RVZXi/BRAJSSyt9t9qNob8eiyBTheCl5xs5xufYT3zD2EgSUQCLoaVknm9tghLA6KwyhrqGqg+laVrKFU1jEvrCfPRvR26YbUGW4PHoaXrHf5OJ2k4YqAvuidrC7WFTFOGY8tMhzf+UuQgI27g9meEsCMy9PRaZ2/Z/DW+zAwchAHju2jrKaUWtXKB0WbGeUdx0ivWJd0urcwlRKtnk+C6o7z+fgLkCSqpk91SU7VZBVrHAS+q0FCIqssk+yyLEbEjkLrggc1yK+WqeOz+XZDJOm53phlDfNDkhhmKuOcatdSUf4vdAylVhOLSrYBEPChjGSDslmibUFnoaw4nVpTBWHRA5Fc6MvmLMvntU3DaWFguYnXsgvxWnYhPq/0O+EJk1vhg9BSNNYPrKk+YZ2N4GLQmdtbi6bp7nxfSUELkbdjncNLIOhMKJLEa2E9GdN/Cs+En8U2zwAydJ6k6r34wyuIB6L6M6LneXzaCoUtAHoYgpHdNNoUVSVc2wl6aLQCqlZL1fSp6HbtR5983KMj8f5X3YgIqeWK83OcljUidiSyJLMpa+OJbV+U7eGYpYr/Cx3jtJwhxjLOrS7mo7CzMP5tBGnyC/Fa+T3GKyZiiwh18tz+9l7tk/D87eRnY2PmBnwMvgyIHOS0TrdOzsSgV/jg65NNhVcERHNU58G9hamgOpdD1c8jnAt8u7GwZCvVf/cG0xZK+C6X60IZY0QuVkdGVRSK8g5QXZ5HeOwQZE3re+Ra09hqNe0by41qz/C3ltIp3//kkzzFyS+j9qaj9AlrDZJHHf9NwqdKpdS9XN1WJzIXNo49eSGqnzN16Vr7cW69FiDGehWVbq7Xp7J+DheAqV5eaFmA/VhT76Fe2zzXEQgE7lAra/g6IJqvA6LbdF2D5P6tgoLqUu5WV8I0+SKUyDACnn/Lrmbgpr1B7Drozx2Xp/PNL9HN5mJ56bzpHzGQAwX7qTgllcGs2viweDNPRVzICK8YtjiRizWnKJUijY4vQrqB5eQDVp+Pv8B4+QSqpk/Ff55jhej6VF2mYo2F8BdlpFPO7mh5NlllmQyPGcHu3J3N5mIF+pq5bkIW3/0ZQUbeyfsziyTzfnAiz+enMNZYwjbPgCak1PHP0NGU2UwsLdlpt93/Y5nK6xTKZtgIfbpzh9HlrOialbIsZiOFOXvR6AxEJYxsE+OqtWk1l0tjYW7tGf7WUjpFlJsx3vRz3euWX9us4qCgeSLz2luDxhki2sIIBIJOSJXifmiATpKpsNW0oDadA1Wroeq269DtO4h+0/Z6eyXe+6obUaE1TBnXfEXBYTHD0cgatmRtctj3eekeCixVzHHCizXAVM551cV8FJyAqd4NrOZYUZ0Xa8p4bKHBTZ+bRqVsRl3uled6R89mcuZGfAy+9Ivo36xO0yZn4KFX+ODrbg77vvKPJk9r4J9Fac3K6eMRxsW+PVhUvN3h86otlPD5SqbqchVLVNf1YnVG40tVVSrLcsjN2Iy3Xzhh0QO7hHEFXSBEsLkQN2dD4A4k3Ulqn4dOvFxB5Ex1HIJKIKgDdg/wMEHvlPbWQiAQCFznt6o0zIp7OSxlthryrVUtrFHHx3TJBdiiI/BZ8GmDHa/+3B3M3iN+zLgiDY3ceC6Wp9aTgVGD+asghbKaMof9taqVBcVbGeMdzyDPpkvzzy5Ko0zW8mlAwzlb3ku+BFlD9c1XNSmneoKKNR4CPtDYea+Ok12eRW55DiNiRzWZOuHnbeG68dn8kBxOeq7jfZRZlvkwOIGRxlKGVRU2fW4ho6iw1bCkpOEnmQEL6/Qov71lcuUFp4/NaqYgZzflJZlExg3DPzihzQpaLJ+XfCI8sLXCBDu9gTXq0Hy8Pjn/RE6U3WvpBcR/Ppm8LWspe2RWq+rRklUHu1JeVFsjITH2z/bWwpH+e0Fn7ZyVcAQdg30rfmDfih/Y/smXJ34XCNqCJSXb3Woea7SZ+ah4ayto1LFRZZmq26ai/esIhj8aa2Mj8cHXScSE1XDJ2PxGZQ2OHoZO1rE529F7dZwvSndTajUxK2RUo3N61VQyvqqQxUHxVDfiIdDmHsPzu18wXjUJW4B/w+cmqZTdaUN3BLx+bvyalpy1ET8Pf3qH9W10zvUTs/DxsrHgv0mNzlkeEEORRs/M/MafUCbpg5jg25NPSnZQqdQ2OEebL+H7X4nKqxSsIV3Xi9VZMFYVkZO+Ca3Ok6iEkeg9fNtbpRanS/jh5PxClKhwxx3HLWGtBtO1l8GaX9pWMSfoduDVBrcbPBr+chM4Uv/h387BoLGCrYN8un0q6/KnvrvEfvvojfbjkHoP6M7+w3787ST78SsP24//M8dx7fvfsB+vuNZ+fKReVMbFBkcZAoHgzCbDXMYeUz6DPaPQNVDFsFEk+KpsX+sp1kGpuWAstvgYAh5+oUHv1XHW7wjlcJY3t09JZ+2GSFTVfrZeo2dw9BAOFx2ixNh4aIZRtbC4ZDv3hZ1NL0MoB2sdvT2zi9OplDUsaaYQivfiFZguvZDqGy/H790ljmtdoGLpCaGPaJDUxs8uvTSNY5X5jIwbxYFj+1CxN2o8DVZunpTFb9tDOJjZ+M11jazho+B4Hi04TH9TOXs9He+N7goZQa1qbdR7dRz/hRoqr7JSMU0h6N9nbmXL9kRRbORn76Sy7CihUf3xdKPP2enQVhUEoQt4sAB831kEpmZivDtpHX2B68iqRHAHChO8/nPhvRIIBJ2be3P+R4VSi83JdiQmxcI9R//XqEehq6ICVdOnosk4iscvTYdTqKrERyuT6BFXzbihjkbRwMjBeGg9mvReHeeTkh1U2mqZFTLSYV+82cikinw+C4ylXNN0wRFdejYev/yJ8drLUHzsKyupqJTNUNBmgfe3zV/TNmdvItAziB4hvRz2XX1RDgG+FhZ807j36jifBdTpPas43WFflM6PKf59+KJ0NyU2UwNHn0SXLeG9TqLiOgWbn/BitTW1pgpy05NRbLVEJ41uc+OqrWk1A6sty4J7rfsN/+feRM49BorSaEnPU6v/Cbo2HrUSPpXtrQUM2Q7DtgvjqqNxPMROhNwJBM5xzFrFVenLKLBWY2yi6IVZsWJULNyfs5ZfqlLbUMOOQe2YoVh7d8dnyQokpXljdN3GcLKPeXLnlWlwipdHK2sZGjOMjNJ0Cqqab/JYodTyaekuJvn1Il5nX3FvRnEGVklmYVC8U+fgs2g5qq83xqsutdteM1LFPEDF/2MZydb8de1I0WFKjMWMiLU3+nRahVsnZ7BlXyC7DzdfHbBKo+XzkO6Mrywgqdb+HnJG8HBUYGHxtuZPDAhYoEH1hoobRC5WW6GqKmVFaeRnbycgJImohFFomjH0uwKtFkTVVFlwd8PfmiqzPmrdfLzW/QZA3tZvQeP4z5/01hj8575K5T+no0SEIucX4vvOIvKyhrulz+kicq1al4AyqDWApZ3s6pDCOu+VQCAQdAWyLeVMSF3Ilf79mBE8nACNJ4rEiYeaMhIryvawpGQH2ZbypoV1UaqnT0XOL8RzrXMpCTZFZtHqBObOSGFE3xK27K+r4Nc3vB/eeh/Wpqxxeu3FJduZHjSUO4KH81T+jwCEWmq5qjyHr/yjKdI6FwOuSzmCftN2qm+8Au/PVyKZ63pKld2hoCkCn5XOPZtXUdmavZkJvSYRH5hAZmkGAP84J4/woFqemt94flZ9PgntwbSCg8wsTufhqH4ABGu8uDagPyvL9pNnde6Jqv5QXd+uipsV/JfIyCbxALQ1sZiNFObuQ5IkohNHodV5tpsubRkeCJ0sB8uZMuvGieNAVQCZtLv/IKK8/pO24eS/cIikd8NRosIp/9f95N+bTESFxWk9uh149bSKWjSUd9WY8XgqhdbqLt3Pyl221rOPJ317/DeJGoPKjiGQ27ZtYwgsgaeeg7DCui/vz653nHNJvX63LzxhP37uKfuxUi9k/P/esh+f97vjGm/eaz8OKbIfP/JKvQPqrSkQCLo+wV4hDIwcRLB3CBpJg8li4mBhCoeLDjn0MapWLCwt3cnS0p0M8Igg3jsCLDWU2ExsM+ZQq3a+UtEtRU2/HpiHDsD33x8gWZ1/H1b+FsXsa1K5fUoGW/YHIyExLGYkuRW5ZJdnOS2n0FrN12X7uCqgH/8p2kihtZrbSjPRqioLghNcOhefRcsp+fAVjJMvxvvrb6nto1IzViXw3zKy2XmjJKXgAGMSzmFE7CgySzOQJZXpl6VzIM2XjXuaLgd/KqU6A8sDYrixNJs3QruTp/PglqDB6CUtHxY3VkikYQIWyOR9aqPyKgX/ZSIXqzVQVZWq8lxKCg4REJyIX1B8m1UI7Ch0KgOrKU4YPFnAreubnGtndOn1JM0/F+NNP7u+1mngjEFVH1EO3nU8aiVefljlyRcgM6GNFlXh6WdOGlcCgUDQEYn2i+b8bhcR5BWMLMloTilgERsQx0U9JrAzdzubMv9EaSD3ak9NPgcxUVtzZnqr6lN+0xSk8kq8vvnOpePMFg1L18Zz342H6Z1YgVo1kgDPANanuV6Y66PirUwNHMCtQUN5P+9nbijN5lu/CLL0Xs0ffAr6bXvQ7f2L6luuxmvlOspvNyNVgt9y1zJLbKqN7Ue3Mq7bBUT4RtKv9y6Soo088MYAaLIEiCMfBcdzU2k2t5dk8EZkf24OGsKPlYdJN5e6JMdjp4xhu0L5rQp+X8hIIke6RbFZzRTlH8BiNhIZN6xLVgh0hi5R5MIdjjcKTrv7j+YntwLCWGo7gkolXn4YxrbBn1pSQGOD8ALxhS0QCDouPUN6cVX/qYT7RqDT6OyMKwCD1oBBa2Bo9HCu6X8dWrnLPI9tNUznDsd7+Srk5opuNcCKH2OoMmqYPjmD4bEjKTYWc6T4sMtyMi1lrKs4xI2Bg7itLA9fxcb7LnqvoM708Vm8AltsFFVTh1I9XsXvCxm5yvVr2568XZgsJkbEjuT2y9PJyvfkx+QGKj83Q67OkzV+EUwtzWGad0/8NR584KL36jgBH8nYoqD6ks5T7KIzNBI+E8qvO8sZa2AdxzGEsPVpyZ5ZAufwrZJ4fJ7Eo/MguKj5+S6jgmyrKxnfUONFgUAg6CjE+Mcysdel6JxINNdpdIT7RjC595Q20Kxj8+iDt/HB208y7cbJDe6Xamrx/mK1W7IrjTqW/xhLv5gYwnzC2Za92W09PyjejC8St5dms947mBQPP7fkGH7bhCY9m7KZGrCC31L3bhktioVduTvpHtyDuGA/Fq1OQGmixHtTfBicgLdq487yPJKrs9htynNLjufvErrDUHa7ew20BfYoio3i/BSK8g4QGtWP4PBeyK60dGhlmsu/ao38LPFICsCFWGlBx2NLvRysA/XyZm9bdOpIYtlNKu/PhHUTodbj9NaWbdDjMFz0E/hVnrxgHOhtP6+sgUJJZ/1lP37lEfuxT70aKDd+aj9OSrMf9zzkuEZkvWvPrYvtxz9e7HiMQCDo2lzcY6JTxtVxdBodMQFxRPvFkFNxtBU167icd/ZQNLLMXXOe57EHbyMmOpyjOfbV/Qx/fo5cVuH2GkvXxhNpm4ykLSGl4IDbcvbXFHDk0Of0sFTzcZTzhSTqI6kqnt8so/rxZLzWh6Etci0U71R25m5nTOIwtiVfz6r1TferaoqDHr4cCEikd/p3LPJyLezxVCRVwu9zH4rnVrktQ1BHramCwty96D18iU4afUZUCHSGTmVgFVqrWyW0zthMzlZHoiHvlyh+4RpBpRKPz4N/vqPy7ST4+irIcq567Ql8K6D/XuhzALxMEt6iIKRAIOgERPhG4mPwcfk4raxlWMwIcg6cmQbW4IFn8ctvdeFoW7bvZ0C/Hg4Gljnka7erJAN4akI5ljuYwaM+IGyflpIK1/9OALKq4vfX/1ADexEXNx5D1UGHOZKscUrX8phNgBWNzwwMHh+4pQ9Aj/hSevX9jpS9l+LjUUC1xujS8cf1lQC/PrcibXya2MKdGEK7u62TJvRKtBYZWOi2jI5Gzgor0de2za29qqqUF6dTXpJJcPhZ+PhHtsm6nYVOZWAdNyKO/W8JSlRd/K4rxSm6KiKfyz38KiWuWw5Tl6tc+Q2Y9XWvWgOEFdT9VGTwqIGCMNCZQW8GvQWu+bKuobFAIOh6PPrgbSTGR7ExeTdLPnW+THZnYEjUULSS65d+WZJJCErEU+uJydp0Q9euiIengcK/PTiVFVVE9khwmGMcaaQi3ozhoHvXhkGJ52O2mejdbw3XXBDBf77o4ZacSyryCa8pI7P3LUz378/nRVtRsM81Mnj4N1ucRPFWKbvCiv5gLJZ+F1CZtBL9gQZCJZzgpon7SOyWwoE9k+kX0ovf039z6fjj+l7k053oiNGk+0Rw67EUPvEJxia5HrqoeHpQeeUkvH/a6/Kxgo5Vfr2j0ulysIwTx6FEhp0YN9U8ON9fj9eyC/FadmFbqNYiFFqr6XbgVfqkfUi3A6/avQStg4SE3iLhUy0RVCoRmS+xabTEjiESuwZJJI+SCCuQCCyT8DZK6CySMK4Egi7KqaFgUZGhxES7nozfkQn1CUOW3bv0WxUrfqfhoenMmEw1GAx19xuenh7IsuM1QK6WKHczpyfQM4geIT3ZkbOT9bt8uW5CNt6ebqQvqCozi9NJ03vxms5GoiGIi33dM9QqpioofhD0YglSZRXV065xS05MmJEJo/P5bouWg4V/MTByEAYne3LV566QkWRZynkpIJJYSw2XVjTfhLkhTFdMRPX3xWfJl24df6aiqiqVZTnkZmzG2zeMiLhhwrhqhE7lwTJOHEf5U/fCKbX0k949p/kDVZV8f327FLRwFRHqJxAIBO2HM6FgnZn61QJdRavpVLcNLcbBQxkM6NeD/SmpdO8WS1Z2vsOcgK89KLnBhOUtFV2Oaw/hhseMwKpY2ZGznfJViYwfVcA1Fx1l8ZoEl+ScXV1C/5pKHo3ow3eVR8ioLWVmyAi+r3TN86ToVSqmKXhslPDcZsayYg3V06dijYtGm5XjkqxbJ2egKBJL18ajmpPpHdaHgZGD2ZLtWmGB4V4xDPGK4um8n/jJJ4RDem/uLM5gtV+E3X1hc6haLVU3Xol++x70e1Jc0uFMRpRfd41O8U1pnDiOyn9Or/NcudKoTFXBpoBWY2eIibDCrsXC2+3H+RH24w/vtB+bG3B61m8E/ON4+/Hlq5rWIT3RfryqXsGt4Vsdj5my0n783iz7saZe25nnn7QfH64Xev7tJMc1nq3XODgq1378cr3CGvVUEAjOOJoLBdPpvZHbqWS5s3kzTWG2uV/USZZkVFlnp0NL6NQYHam/1u9/7mD+m48TEhLAqOEDuHPOcw5zAj/1oOR6E+W3KoS84Lwh66P3oU94P/bm78ZkMbIv1Z/kvUHccmkmn34Xh8XqvMfxruJ0jmkNrPSPQkFlQfEWXoiawBjvODZWO9+0uGqKii0UQh+pW9v781VU33glVbdcTcDzbzVz9EmC/Wu54vxcVq2PoqDUAygkrSSVodHD2JGzDavi/OdxZvBIiq3VfFW2F1WS+DA4gdfy9nNudTG/+4Q4Lcf0dySU94tvO33M6aKRZVYse5XcvEIA3nhnGWnpnSef0VhVRFHefrz9IgiN6t+hKgR2VDq8gXXCa+XpRrk3VQWNTNrdf3QK75VAILAnMNCPF56+m9n3zgO6dm6MoGPQXCiYxdx+FW2cyZtpjkOFKQR5BrpURfA4imIjrzQD9ZR8npbQqTNgNNYw5/6XGD60L59+8R3V1Y55aLpCDT6rJaquUgh8X0ZT7NwD4aHRw5EkiW1HT/Z0+mhlIh89tZ3Lzsvl659jnJLT31TOWGMJL4b1xPx3GOg35fv5v9CxzAwe5bSBpcoq5bfb0O+V8EiuOwdNSRleq3/AeMVEfD9Yhqaw2ClZN0/KQqdV+HhVwoltW7KTuW7gjfQL78+uvJ1OyTlLH8w43yReK/idGrXOKFvjH8n9hanMKk532sBSJYmq6deiPZSG4c8Gnny2Et26xfLTr8m8t6DjhyRazEaslho8vYNQFBulBYeoriwkNKofnt7B7a1ep8EtA6u1b3JOeKwiQkFRQXsalrIkdRrjqtDa9IW7sSqKzR0nEHRGfH28ePLhGXh41MXqO1MmWSA4XZwJBevM7M3fzei4sS4fZ7VZ2Jm7w864OtOorDLyy/qmb8oDPtJQdYWV8lsUgt5o/t7FQ+vBgKhB/FWQQvkphmry3iD2HfHjtssy+O8v0U71jZpVnE65rOWLgJMGmVm18XHJNh4LH0d/jwj21jT/ea4er2KNg7B7ZLu+jt6ffIXxyklU33gFfm9+1KwcH08LUydk88PmcLLyT9675JQfJbc8h2GxI9iTvxtFVZqQUscdAYOotNWyrGTXiW0WSWZBcDxPHzvIUGMp270Cm5VTc/4YbIlxBDw6r007Vvbt3Y2xowYxZFBvUtOP8urri7Ep9ud9qne8Ic+wLJc5tdbpeJRVVeVY9i78AmNRFYW8zC0YPAJI6j0Bjbbxmgeu0Jpe76bWbA53dWrsAZPLBlZr3+Q4eKya84yrasNhg6oKbibyustxQ8edqn7OFLEQ+VmCMwmbojD3+fm89Ow9gHO5MacbvnW6X/ptFTrV0HrtKTdj43KHbQljpp74vbn3oiN5QJwJBevMmCwmUksO0y2oh0v5VCqwO29Xs/POdHSZEt4/SFRcpxCwQEauavo2fnDUUPQafQP5SBIfrUrkzQd2M37UMdZtimjw+ON0r61iYmUB/wlJoqre3/Xz0l3MDhnFzJCR3H206Xh3FZXyO23o0sHrZ3vdtbnH8PhhPcarL8Vn0XLk8somZU0dfxRfLysLVyY67NucvYkr+l3NWaG9OVCwv0k58boAJngn8lHxViqVWrt9ywNi+GdRGrOK07mjGQNLBaqnT0WTnYvHz380ObelSTmYzj0PvUJxSTlPPjKD0SMHsGGT/f/Tqd7xhjzDiuJcAZXT+T41VhVhNldRYyqjIHfPifLrVqsJawtVD21rr/fyeck4YcPzydPfM/WxUS22rst3Is3d5Dhzg9PUxbZgzu3OhQOqKpr8ImwRzsfdNoTXsgtPKyerT9qHDW4/kHRng9sbo/770dwNyfq4mwjVOjbZK7QaOS9rGT4lpwAAIABJREFUmUtrQ8e6wXGVXvVyd6eusB//VK+IpKEBh+byqfbjWxfZjy31omnW1st36lfv+qCz2I+HbnNc87m59uOqei1Puh+pt8Y++/GnN9qPJ611XOP1++3Hb97bjF718rzaE6Oxxm7sTJnk0w3fOt3/g1OPb4uLSGvJbwm5bf1etBTOhIJ1dn489D0RQyLxMfg6VfTCYrPw/aFvqTaLpqzO4L9AQ/VEKxXXKwQsaPz91Wn0DI4eypGiwxQbixz2/7wljLQcL+64Ip11m8KhCZ/LzOJ0jJLMksA4h33VioVPSnYwJ3QMPQzBHK5tPLzPdK6K+SwIeUyDpDiu57NoOTWTLqD6+in4vt/4vYaH3sYt/8jgz13BpKT7OexPK0mloKqAEXGjmzWw7gwZgVVV+Lh4u8O+GlnDoqB4Hiw8Qu+aClI8HNc6jnnEYCx9e+L//FtINifuuFuQ1LRsLJa60Ma/DqUTE9O0wdweqKpKybG6nmmm6mLCYwYha1rGa3Um4rKLp/5NTlCgvRFgMVdTW1Pe5EtVbI3us4U7Ed+pKHiuWE3YpTe7qn6L09h5uEKh1fE9a+o9qq0pb9C4AgjVejX7/p+uvgJBe+BMmWSBoCU4HgpWUto1vxtrbbV8tmsppaZSzNbGQ+itihWLzcIPh77jYOFfbahh58aQIuH5h0T5NAXFs/GQygERA/HUeTZaTU9VJT5amchZCZWcN7SwUTkxZiOXlefzWWAspY2EcS0u2U61YmZmcONP6FVUyu5S0B4Fn7UNf7/qUjMx/PIn1ddNQfFu+D4E4OoLjxLsb+H9r5ManbMlO5lgr2C6B/dsdE6k1pcrA/rxdeVBimwNP0BbGhhLpaxhVlF6o3IAqm6/DrmwGM81PzU5rzV46tE76Z4UiyxLnDt2CEdSnS844io5K9wrZFNWlIbFXI1is2KuqaAgZy8VJZktrN2Zg8serNa+yZHzC080Ebbj1FBAWcZ02QT0u1OgrAICG/D0uFJt8DRI7jnb5dA90dNKIHCdzpAbs2/FDw1u73ft+Aa3CwTthdFiZNmOxfQI7cWImJEEeAb8nQsjoaIiI7M3fw87c7fZ5QYJnCPgfZm8T21UXqvgv8TRi6WVtQyLGUFmaQZ5lbkNSKjj2w2RzLo6jbuuTGP99lAa8mLdVZyBTYKPguIblVNmq+Gzkl3cFjyM/xT+SX4DuXQ1I1RqB6sEPyMjWRu/h/JZ+AXFF4ytCxVsoI+UTqswfUoGW/cHsvNg42F7hwr/ojThbEbFjeZIccNl5O8MGYEELCxrPDy1UqNjWWAcdxWn82ZtNWkGxzQN8+C+mIcPxO+195EslgaktC6Llq7iX0/MRAI2bNrFth0H2lyH5vD0DkaWNXh6B6P9//buOz6Kon/g+Gf37lIud7mEJKSQ0IIU6SJNfCg2QEAQLA+KoiCCIg8iIlhQFEQUUR4LYEF/KBZELIAKFowUAeWhCSTU0NJ7vyR3u78/QgJ3uSR3IeVC5v163evl3O3Ozi5rdmZn5jseehEp8DK53MCq7UqO8Z2Py0cNVJTy86m8vcia/xQUmG0aX65EDCxdpPhy1sgK0vpw8upZ1dpXEATnXelzYwShrllVKzHJR4hJPkITfQAmLxMaSUuhxUxCTrxLIbQFW177ZLx2KWRNUDB+KSMX2jZYOod0xeBp4IeY9ZXmY7HKrPyuFfMmH+G6Lmn8edB2WkRosZk7M+NY69eMZF3l0ys+TNvD/U2uYXJgb17MKN9rljlFQZMMhm8rH9zkEX0cj53/I2/caHzWrEcy286LGjUwjuAmhTz7bqdK81FR+evsLga3u5XWTSI5lX7S5vcgrQ93+3Xhm8zDJFTQe1VqZZMWjE8/w9TUU8xs1rnc7zkP3YOcloH+m58qzae2xJ6OY/ykuVVvWI+89H546f3quxhXDJcbWDVdybk0YqCcmILxnY8xzV9q850S2tTxzhoZDLZd1JU1lPSrb3T4fV2ukSUi/tW8Lgds0/bDxrV280I7/1M+j9vsnnE3/2Kbbma3XMWUFbbpO7+2TS+2a3N/M6b8Mae+a5u2ny+lqaLcnrbPNEIdvOtY+Ixtepvdutz2a4R1qHg0R72ZNnMR0DjmxghCfUnPTyM937nQ24Jz/JbJJH5iJecOBdNnF3sDNJKGnhG9OZd5lvNZ56rM5/s/wpgy5iSTx5ziz4MBXNqLNSWtZFjc8sDygSTspVrzWJN5kLH+Xfkg5xCxXOyZNPdQMPdRabJIRi6qegSQ8YPPSftoCXl3DMOw+puy77UahYmjYjl43Jdd/zSpMp8jyYfp3fw6+rboV66B9VBAT7SSzIrU3VBFZ0q61oPV/hFMTD/DO4Gtib2kF6uoUzuK+vbAuPTDco1BQagtLs/BKq3kHD5ykmkzX72sSk5pxEAlLBhkGSUsuKT3CggePp7Qa28lePh4pMzsah/DXaRY8og8slhEAhSEy3Clz40RBOHK4b1HxnOPRNZEBcXj4pC8ziFdMHoa2Xl2h1P5FFtkVn7fih4dMundKb3s+5BiM3dlnudrv2bE67ydyuu91N0oqspkv+4232dMVdCkgHGNc9VCj/2H8di1l7zxd6JcWEoDYNTAeMKbmlm2NpLKgnKUUlSF3ed2EmIMpZX/xTd8gRof7vXvxvqsaM4WOxee/MOAlhRJMo+mnbL5PnfSPUgZWejXbnQqH0GoCdWKY15TlZycxx4sHzHQ26vk+wvyhwxE9XHuD0dVTk3dRv6438p9Tk2t/XCd1QndXpmKesJED5kgCIIguAf/ZTLWEMi5syRqnUbS0Kt5H85nneNcpvOBDtZtaUZiqieP3XUSLsyfmpIWi6TCMid6r0olWnL5MuMAtxvb0VxXMhys4NqS3ivTh+WHMlbG+N5qlAB/8u8cDpTMvZo85hT7j5nYvt/5CM9Hkg6RZc6kb4uL67NNCeyFTtLwdsqfTueTqvXkc/8IRmYl0vJCRNmizu0p/FdvDKu/QS4wV5GD+6pu4Ap737W6r+wj1K66XSjKjhISVOn3+UMGkvXSLPComTCRFQ0fvPT70nlZ7q7PsWVEHllc7iN6yARBEBq+orYqOaMVssZZyRmtUNSm8S7w25B57ZLw2i2RNVlB8VLpEtoNo6cvf57Z7lI+RcUa3vumNd3bZ9KvaxphxQXcnXmedX5hTvdelVqRthuLqjA1qCSiYGZp79VXrlUJPQ4cKZmLdaEXa/QN5wkNNLPsK+d6r0opqsLuszsJ9Q2jdZNIQrQG7vHvxjeZhzjjZO9VqfcCWlIkSUxPKRlumPPoeOT0TPRfVr7+lyDUtOqvyFkDKooYKCemXFxwWFu3UUwunY9VypXAGULdWzrDNv3DMNu0/dym70aVz0Nr93JoXzfbdBe7+U832U3Vm283d3WnXSTctXeWP2ZYnG16zV226Veetk372o2U7Wo39+yDSeWPEZpgm9482Db9o916XohIzIJQb1RZJe9WlcyJVizNAQVULUgWQAaPsxn4fgA+mySHaxQJ7kdCwv+tkoiC5n9r6BPTlzMZp13qvSr17e/NmDgqlml3n+D0TwZA4p3ASJfzSbbk8WX2EcaZOvFym23E9s6kyULXeq9KGd9bTdr/vYl13DAm9ZjO3hi/C/PEXHM46RA9I3rTr2V/IuPPIUsS76Y6Dl9fmVStJ6uatGByWixv9R9MQu/uGJe816B7r6oj7isLze4qqeJX1Ft16fejYj+t1fKkrn4LgMBx/6nV41xqzSuu3z+l+9TEgsN10sCyD2TR5L016Db86DhiYIEZ4zsfOx4+6ISKIgK6EinQnRpUu9o+6nB4YYolT/RWCYIgXCEUL5Wkt60UdldR7ZYXUi9McSlsZyX1JcgdKdH0P5oKK8QRwfncO/QMPTtm4ONlId+sZW+MH5/91ILY+Jodri5UzWufjPdWhe5trkV/yocdh7+peicHLFaZ99ZFsmDwYa7NzuZj/xYkVBE5sCIrsw4wxtSOvCdAGwe+Ts69sudxMBrPP3YxdnQKIbmFPP1OZ1zpvSqlqAp/nt7OsA630SOkCWsTD3K+uHrTUN4PaMm9GeeYkXWWXUkp+Ii5V24jdfVbSJIGVb0YxasuG111qdYbWGU9URcaS0pYMGlzHsa3OB/9piiAclEE9ZuiyFrwVLWO56gHqqwsTkYIdJfGFVQ8d6um53QJgiAI9UPVqCQts1LYTUWtor6s6sHcs6QxFjJFY9OTFRGcz8tTD3F162xkScVDd3FYYatmuYwaFM+xMwaeW9aJU3GG2jodwYHQt324Ibwv0cZjla57VZX1f4Ty/IEYPLysvN+04nWvqpJmLWBa5x850TaT7nObkFmcU+28mn24gsdfXM+WjO78fbjqyIEViUmJZlTrm/mf3osVaburnU+WRsfyHtcze9vv9H/xFY4W1f26V+7AlXlWtdGbVdpr1VjV+hwsRz1R6iWBLPSbomwiBpY2uuTEilctR1VLPm6oojlcIviEIAiC4Ej2HQqFXapuXJVSvaDwGpWc25Wy79q1yOarRbvoelUmXh6KTeMKQKcFLw+FTpHZfL5wN53buDa3Rbg8/Qv64VXgyXdTorAEV7/+0jEvB9MOK8p4GHRLJfWkKqhalS8fjKHDmQDe2juk2vkATOm2FV9rFvPav4c12PngFvY6e4Vws9mTHK1EcDWGPpZStRreWLaMpIAgXlqzym3ri8KVrdZ7sKoKZFER4zsfk/Xy7LIFhG2oaoXztypT2fDBmpBo8ijfg6YohF5rP9FFqEn2858+u9c2PdJubutDH5bP40Qb2/TfvWzT9vObjrazTUcNtE33/Ms2LTn4+24/HyrSNrIs395umx682TZ93K7MRQ5u48232Kb/sVt/0U/UsQShXqmoZD+klBsWWOV+esiapGBcJ9PUv5CVz+/Bx9uCXMVrU1kGg7eV95/dy5in+hKfUjNReoWK+Xn50z3sGg5mHSAuIhnDfySCnq1G9UtVmZsUQ4rGg2O9vZna5iQbt4WSb3Y9r4wxZopaqHR5qgn9vFsy0NCKqNxYl/MJCTAzbuhZ1v/dksN3dMF76gP4Pf+6y/kAzAkegKEgjzg1k34trycm+QiFVtfXrcq/fSjZndqzuGNvXt+6kaE5SfzkG1KtMjVGdTk3C2x7umpquGB15l/VtFpvYFUWyKIy+k1RZM16BPxNDvettAFWgcqGD1ZX5JHFACRtXFWt8xQEQbgSHfrqZ4ffd7rrFoffN1aFPVSsftXb1xoIhV1VHuh6Gr2XtcrG1aW8vSw8PPoU897rWL2DC07r33oAVsXCziPbMX0qk/Wggu+nKp4xrs1VGp6dSI+CLGaHdiR6nYEvX9nNxJGxvL3mKpfysfqppD6Sj9dOib0bzxAbmc4zwYPYkXuGYpSqM7jEzHHHUIF3/y8cH/M35E34N/q1G/H4x7WISTcaIunj05wXEn7lt6I47rvmAfq0uI4/Tv3uUj6KQU/ulHF47DnIt8mFPORpYHbycX4zNKXIlf9BhGq53GGBtdHYqi+1frcZ3/kY7KK3SBcCWVwqf8hAkjauImHPjyRtXEX+kIGYFi8vt29pEAz9piiH3b51udZVoq+O/CEDAcfniYPzFARBEIRS5mvUsiAWrlJ1YOmpcMeNceWGBFZFq4Fh1yeg97Jgad6MvLtvI+fhe8kdfycFN/RD1dZrkOErRrgpgqsC27H73C7yi/MwvS8jZ0HaM1ZUnP8381KszEk+ziFPI+tMYRw6aWLjtlAevO00EcH5LpUpY5qColcJeEWDBZUFSVuI9AxgfEAPl/LpeXU6Q/slsvK7ViSkemNY+SVyShrZsx5BdeHlt6ekZW7IDRwvTOXLjAOk5CXzT+IBuof1wN/b36Uy5U66F8Xki++b76NKEgubtqN5cQEPZJxxKZ+Gqo1nk7LP2KUiNH19qvUGln5TFKb5S5Hjk0BRkOOTCFj0ftlcK7gYCEMJCwZZRgkLLgmMAeX2Nc1fWuk8LWfWuqpKRUMGE00e6FffWPZpvax/SS9bBed5aVmrSywoLAiCcOWymtTqjyXRQcRVeS5U020pkoZ+Hwwk5ctlZD8+kdyH7yXn0fFkvTiTpC1ryJ4+EauDUSSCc2RJ5qY2t5BlzmRv3B4ANDkSTd7QUHitSu5tzv/LTUmLJcxiZn5IO5QLjZfXP21LUbHM0w/GgJN3QVFblZy7FPy+9sLjREk+Ubmx/JZzgmmB19HUyQBaGlnh6QdjOJ/sxUfftyw53wIzxrc+orhTOwqG3+T0uU0O7EWEhx/zEn7FcqEHbcfpbVgUC4Minc+n+KpW5I0dhf7bTeiiTwCw3RDAr4YgpqWcIqy4wOm8BNekrn6r0Qe1sFcnr6j0m6JsGhqeXiYuHVXrMCT7hUAYlwa+uFT+kIEovsaSXixn35QoCs6MoXBpKKGfL/lDBpad4+U2qOyJUOxVC0q2TduvezV+lW16k93cJ4DmdkuS3LDFNh1it56Ut11n5cbhtulednOwHl1e/pin7ObwbrKbZ9x9r216tF1kX/v1vK46Vv4Y2/rbpn+yO8bhTuX3EQSh7sg5ElhVqM6SjxYI0BXj5WGtelsHvD2KCfc3g9clXWiyjKorqRrkjR1JwYibaTJpFrrYc9U6RmPWM7w3AT6BrPtnLRbl4mKLhm8kckZLpM+yov9DQpNVeR2mTWEuU1Jj+d43hL/1F6P0pWZ6smxtJE+NP8aga1P4fU/TSvNRZZXUeVbkbAhaocfCxciBLyf+zk+RDzIneCBPxP1Q5bmNHXyOti1ymb64K4XFF29e7x+3kH/HMHIen4jXtt3ImdmV5ALNdX5MCejNhqxoduVfvMfyi/PZcXobN7S5iXZBHThdReRFVZLIevox5JwcjG9/ZPPbi8Ht2XxqBy8kxjA5onuV5yZcVDofqy7mYtUUd5h/BXXQg+UMVwNh5A8ZSNa8J8Cgd2kOlksD1J0lSWUREQVBEATBFR7HJKRqvliXzBCeYq72o00GvJVKhpd5eKD4+ZK2cgnWKgJTCbb8vPzo0+I6jqbEcDrDNoKRpEoEvKRB8YOMGZXPeZJUlYUJR8jTaFkQ3K7c759vas7xsz48OyEag3fl4ciz71Eo7FYyNFCTbXvTnCnOZEXabkaarmaQoXWl+YQ3zec/Y4+zdW8gv/1t26iTVBXTgv+iGHzIenJKpfkAzA+9mWJV4ZWkqHK/7Y/fS0J2PIMib8RTU/k42oKRgynu1hHj0pXI2bk2v8V5ePPfoEhuzk3h5pzkCnK4MjXkYYL12StWE400t2hgVRQIoqLvcx57EDxqJvJfTagqIqIgCIIgOKLfKiFZqt7OEakQQvYrFBVV71FejJZUbeW9HsgyqkFP5nPTq3WMxkhC4ua2Q7AqVn4/6Xj9Tc+jEr6fyOTcpZB/XcWNrLGZ57m2IJOFTduSpi3fyLBYZZ5f0ZGgJoXMfuBohfkUN1PJeFzB+w8Jn42OX0wvT9lFjDmFBaG3YJQdN2gkSeWlKYexKjIvvn81jhYV1p08g2Hll5hvvQHz9b3KZ3LBPf7duN7QkkXJUSRZcsv9rqLyy/FNeOu8ub553wrzsYQ2JfuJSXj87yDeG391uM3HTVoQ42ngxcRoTNbGuS7W5fiu1X1ln1KlDSAxNNAxt2hgORMg4tIgGEpoFQ+Ey+XimgkiUqAgCIJQHZJVwne1jORiNGrJDL6fyuzYG+iojuuUYknHZv3wqjfUainq0QVr0+qvcdSYXBvek+Z+LYg6+Rt5ReUbDqX835LRnYTUl60lc/HstCrM45mko2z3acI6U1iF+fxzwo+V37Xi9kHxDLimfH1ElVVSF1hBhcCXNEgV3DDFKMyO/4lArQ/PhQxyuM1dN52nV6cMXv+kLUnpFS/cZvhoDdoTp8l6dhqKyVju9widiTnBA9iWe5ovMg5UmE9KXgp/n9tNh6D2tAloW/7cJImseTNBkjC9sASpgvqbRZJ5KrQTAZYiXk440qDWxor7qvI3MJcGthDch1s0sKoKEGEfBKOyYYGJRsfTypI8lZI5WFUpMCPlVzJewz4PESlQEARBuAymVTKaRMDZF+vFoEkA02qZc0l6Dp/0rdZxT+jaEePp/ETMvDuHVes4jUlTQzD9WvbnWMpRDiX9U+m2cqFE0FNarE0gba5tVEEPReGtuIOYZQ2zQjtVOR1i+deRHDtjYN7kwwSYbFvrmVMUzL1LhgZqEyrP55A5ifdTd3OHX2dG+Haw+a1t8xxmjT/Kjv0BrNvSrNJ8JIsFvxdeR/E3kfniTJsQHFpkXm92K4qq8nT8pkrzAfjzzHaScpO5pe0QjJ62jbW8e26nqGdXfBcvRxufVPm5efvyRlAbbs1JYkxW5XO6BMcsrSJEr5WT3CYOa2UBIhwGwXCkqJju/jvBv2QfJSSobM0s/aYovNfmU3DnCNu5WEVFSHkFqCZj2bZAyRsRD51d/kV4f/sThf/qUy5vof4smWmbnrjSNn2NXbCITofK52Ef1OKJJbbpr++0Te/qY5t+wK6N/R+7vz2ZDta5WXO3bfqQXT3HPvDGIbvlajaMsE2PW13+GPYLDdsH0lj+qN0O95fPQxCE2iXnSYTeryVhtQVLU6Cy6SaFoE2E0PFa5PySyvJ761qz9Mn96L2cX8MoT/JhSZPnnC+kpwdFPbsBq6rctLHy0HgwrP0I8ovz+eV41Q0HAM9oCf93ZTIeV/Daq+D7eUnAiNnJx+hYmMND4d1I0lVd/ym2yMx+qzOfL9zNkhkHeGj+tVisMgW9FDIfVfBZL2H4xrmuzv+m/ElPnwgWht1CtDmZE0VpGLyLeXPmAbJzdTzzbiec6TbVRZ/A980PyZ79KHnjRmNYXRKp6enggVyrD2f6+Q0kWHKqyAUUVeHnk79yd8cx3Np+BF8d+AIVlaLuHcn5zwQ8t+zAe/0vTp3bBwEtGZCXygtJMRzwNnHC0+DUfsJFUR8llv33wAm1v4CzK2tjuUuAC3CTHqyqVDjHSVXLPlJePqZ5S8oaasHDxxN67a02UQj9Xl2O6bnXynrKsFhBp0MqMBP44jtl2+o3RWGatwQpI+viMTKyMM17A79XlzvMWxAEQRCqS5si0WyMFt8vJKQ8kOxGlkm5IOdK+H4m0ewOLdrUixXcPw8G8vlPzck3O/dIz5P0fG58gI2G0S6VUfXRu7R9YzM48iZMXn78GLMBs8Vc9Q4XmD6Q0W+RSJujUNBL4a7M8zyYcZaP/Zuzxej8lIjj54y8sKIj116dycxxxygOU0l53YrudOVDA+1ZUPjP+fXkK8W8GzESo0bH/EcP06xpAU8u7UJalvMLt+nXrMdzyw5ypk2g8NoujDRdzQMBPViZtoeN2c4vRpxVmM2vJ34m3BTBDW1uxhoSRMbiuWjiEvGb94bTo2QVSeKJsM4USBo+OLcPf4vzS/g0VA050EVD5jY9WJWRE1NKhgfau6TLXHUyjFJpgyhr7uNlvWJKWDBpcx7Gtzi/7PfaCLkuCIIgCBWRcyUCXtPiv1Qlf7CKuZuCYgI5C7z2yvhv9aM4x3HY66VfXIW5SMNDo2LRaFR02vJzTIqtEhaNFytNU3kxYJHL5ZPyXFvQtrFp4deczcd+4nyWayHtJVUiaLaG+C8sdB2RwoJPotnqE8ArweXnHFXlxx2hdGqTxbDb4nnmgRaoOi1NH7/Y2+msZEsej5/fyEctxrB+qpmg3sm8tqote2NcW/hXAvzmvUHaR0voOHkGC9/4h115Z3kt6Q+X8gGITj5CoD6IXs37EN97IL/rdAQ8MQ8517V1QRN1Xjwc0Y0vz+zhzcwEHghs4XJZBKEqDaKBZXznY5sGkUMX1s0Cx8MDL+VoyKF6YX/RqBIEQRDqk1wkYdggYdhg++JQ9qqskiyxYl0kP/0Zwr1DzzJqYDyKAqoqgaSi1ahs2NmcpXd/w1FjN9cLVVSEbp+D8dVCGVPMTxxN2g+S64OD5DyJoeNy+fTwIY601zO5WRcscdUbZPT6uqtY+mAoeYESdy5N568TDl5QO2Fn/lk2XzOPm67fTVzUjXz+gxZnFzS+lJybx00z/ssnQbdxOkTPI8d3lS0o7Ko/Uv/Gc8BAbt2dhXXnKo6dPl+tfA54+/HKv6YT1GE4bH21Wnk0JpZWEfVdBKDy4YI1PTxwzSu7uPvpPlVvWIEG0cAqbfSUNpyQJIcTPpWQoHI9U1lzH7fJo3Q7R0S49Yap19+2afvFddfbzVXycDAiYNZi23SqXbCs0ets01EDbdP3fGGbHmD3cm76f8sfs4/d34JR39qm/+xnm146wza95i7bdGBa+WMMtZsGcM7ub+RHE2zTdms0C4LQwJxJ8GHhRx14Y3Vbmofk4+NtId+s5WyiNwWFWjKaZcAtVtC4uLKxCj5fbaidQl8h7v3jdZr5BPJoeFcKZdeu74DcFJbFHCBR78mIL7sQFwIhE1U8TrrW82QJUklarlDURM9zW08z+6ZYXj7TgTW/hONKuElZUpl+z3FuGnmagzs60ytqNssjTjEjbiO5imvD6nrrI3jPcDMp5iyGTf8XST6L8J/+Ah5HjrmUj+JrIP3t+XwRGYnxmY2MkDvwR3gie87/5VI+ANe37E9Q876cSqg4gqE7c5eIgXU9H6shcfr1iI+PN6+/8gRvvvokC1+chlZbnWXnq+/SeVVyQgULxSlq+V6uS3q2Srm67pYgCIIgNCTmIg3HzhrZd9Sfo2eMFBSWvE81rF4HRS6uA2S14nEwGm1Fz14BgBciejAgL5WvzvxFZGHF4dkvJasqE9NO8/65/Zzw9OGusF5YnzOgyhC/xkLuCOd7ego7K8R/aaG4JQRP1fD19NZs3x/I3EnRzH/kMJ46q1P5GLyLeeupfUwceZovN4dz39vBzE34hf6GVqxteS/NdQ6iNlXgoYCefNLiLpIsudx34jOKZ8xBMheS/sFrFNwywOn+MHOntqRgU0PpAAAQsElEQVR8sYzi9m0wPvcK32/7kJjkaAa0HsRNVw1Gp3FubVRvrTcjOoyid/O+HIjfx7dOBiNp6MQ8rLrndAPrlhv7subrzcyY/Trp6Vn06dm5NsvlUOlaWEpIkMNw6Wgcn459z5SjdbckEW5dEARBuMLpok+gX/9z+bUnKyHlF2Cav7QWS+X+/P19Wbb06Uq3WRvYmsnh3WhWbGZD7C4mp8ZirGRR204F2Xx15i+eTT5GlCGQe5v3JE3riccJiWZ3avE4IpHyqpXkJRaK2lTcFLGaVFLnWon/wgoShN6nRb9NprBYw2Ovdmf51625fVA8a1/byc29E5Ekx3nJksqYG8/zw393cH23NOZ/2J4FK6/Gqsh8kXGAB86spanOh58iH2BGUD/0ks5hPgDdvcP4rMXdPB08kF9yjjM69lMSLDnoYs8RMP5xtCdiyVz0NBlvvYQlIrTicwvwJ/vxh0hcNg/JYiHggSfwitqJoir8ELOev87toktIVx7oMYHIJm0qzEeWZNo3vZr7e0wgMqANW0/9zq8nfq5we6FkWGDpxxlRHyWWfepCXYSLv5xhh04PEfx2/cU41n5+RjIyHYfW1Hn4IMuVZyvJGjy9TM4eGoDcm/uRPedh1Et7qBQFJAlNYir+K74gY8pYrKHlh/lpktJsjucZtQ+d7v2S7YMD0CSl4f/eGgxR+8DFctWW6lyjy1FozqqzYwmCIAj1x/e15aheXphv/heq3rviDYstSAUFBEyeg/Z8Qt0V0M0YDXqee2oSXl5VR8/7zdiUId4mXkk4zOyU40xNO8UG3xAOefly1kOPyVpM86IChuYk0tmcQ7pGx/SwzmzwDbGZ+qBNkgh9UEPmwwpZExXyhlrw3irhtUfC46iEqgNrEyjor5DfXwUN+H4m4/+2jJx7MR9FlXj3qzbsO+rHU/cf5c2ZBzl53oed/zRjz2Fvii0y3p5WelydwcAeKYQGmtkb48eri9px+JRtHWRn/lmGn1zFrOD+PBZ0Hfc1uYao3FNszz1NptWMikonrxD6GVrQUx9OqiWPuQm/8HnGfpt8NOmZBEyYSf7dt5HzyP2kfLsSj/2H8dqyAzkxBTm/AEuLcIo6t8d84/Wg1eCzaRuGV99CzrUNtLIt9g9Opp3glrZDGdVpDFnmLKKTD5Oen0ZeUR4GTyOB+kDaN70ao6eRlNxkvjm0lpS8xtcbO3bp93zx+Mg6OVZdDh10p9Dsl6qwJTRrxniah198q7B3/xE+/nQ9Ha+OxGjw4XD0SYf7FRdVHc3F08vkcoU+ffLdto0rAFlGjk+i6fDxABiK88sHwygwY3h7Zbnj6Tb8SNMNP15WmWqTu5XHnQ3ebJvut9023ctuePZZBwGDtl1vm060e6Fmf4zrdtimPW3XdWTvNbZp+zlZjoz7zDYdYDen6tFltukudmtYbrmhfJ5Fdi8Ylz9im55jH0js9kqLKAjCFUBSVUwvvoHnzj3kThyLJTwUtFrQaUteXBaYkWQZ742/Ylj5JZrk1Poucr2yKgrPL1jGopemO7V9qtaTSRHX0Lkgi/EZZ7ktK5GxmXE22xzxNPJCcHu+N4WSrXHcEyRZJfyXa/D9XCb7PoXc4QoF/W17nzTJ4PuFjPEbGY/jFc+x+vNAIKOfDGD4vxK4fVAcd910gnFDL44EyjfL7PwngFdXtePX3U2paL5WgiWHJ+J+4JP0vdzr340BhtaMNF1d9ruiqhwxJ/Fa0h98kr6PAtVxD55kVfD5/Du8ft5K/qghmIcMIPvJKTbbyKnpeP/wK4ZVa/FJyafQ7DiKZXx2HJ/+72PaBF5Fp5Au9I7oi3RJY9WqWDmXeZZfjm8iNv1UhdfI3dXEvCtnGlnuEtDCGZu1Y2zKq411LYJnbaqwgbX4zfKLCRqNPjzx2DiemfdOrRbKEWcCU9gHwxALAQuCIAhCeRLg/fNWvH/eSnHb1hT264nibwJzIdqzcXj9ug3ZXFhlPleiil4wV0WSZJuRJ8e8TDzr35znVJXQ4nzCC/PI1HqQqNOTrb04Z6jKfrFC0H8IfAhWX4XC1lbkQgk5W0KXICMpFxoTVa9HzOa//Nj8Vwe8PFVah2UAJYsUn0k0UlRcMrfe04l8otV8nkv/Ezl9J610JrwkLRpJ5nRxJtmlQTA89VWfW64V/eofUFf/gDXQH8XPF8WgRxufjCY5rayZ58yontM5CZzOSUArazF4GPDR6ckrziO7MAdFVS6cW/k8GtvL7LrsyYLa683arB1T7jt3amw5PURQq9Ww4PmprFj5NUnJDsKV1bKK1sKyD0wh1q8ShCvbnCcn0KpFGH/uOsCqz0RUM6HmaGSZr1YvJj6h5Lny5jurORVbvTDQDYnu2Cl0xxrum/2a5ugFszNUVamwsh4LxOouNDcsBSWf6jCX9FpBScD06i+Ta2Jf9KXBypwLyuHIEXNmtfe1cT4Lzpc0/q0XPqVcGdVTCOTl1309tSru/Oyqq16rksaWxMAJ1Vs6oJSjxpW90nO63IZWdcO1O93AGj60P22vasH994zg/ntG8N2GLfwW5XpozOpyuBaWCEwhCI3KgOt7oJFlJk9bwNNPTiC8WTDn45Lqu1jCFSIyMoJff9/F8g/W1ndRBEG4glT32fVdq/sY61nzEQDHLv0e1dOD1a89XON5O6OiQBjO9HA507iqaaXzvFxpaEmtOtzi+qpx9SR/yEAx/E8QGrHHp97L7r//YedfB7lxUG88PXT8uHl71TsKghNuv+0Gxoy8kQJzISdjz7P4jf/Dah+xVmi03l4yh2kz7SeuCkLVxLOr8WkQCw2XEsP/BKFx8/L2JCW1ZN5ATnYuoVe1rN8CCQ1a+bk20Uyf9Rpp6Vk8N3sSfXt3YfvO/ZXkIDQmonElVJd4djU+DaqBJQhC41ZQYMbTs2RyuLe3F7JccdQsQaiK/VwbnU5LcbEFgJhjsYSH1254YUEQGgfx7Gp8nF5oWBAEob4dPXaaLp2uAqBNZAQJiY07fLRQs+bOeZg2rSOQZYn+/a7hxMmz9V0kQRCuAOLZ1fiIHixBEBqMrTv2smzpMwQG+tGnZxcenja/voskXEE+/vR75j07BQnYvnM/e/Yeqe8iCYJwBRDPrsanVoNc+Ph48+Jzj6CRZQrMhTw/fxkWi7XcdnUVGteZEJl1GUbTmevTWMMGC0JFjAY9PXt0ZP/BY6RnuN/6JRPuH8W+AzHsOxBT30WploZe/iuRO4Z3bqzPJnerR1SmodUxnC2Lu1xfVzl6djWk+8kVVZXZne672lKrQwRvubEva77ezIzZr5OenkWfnp0dblcaGnfazEVMm7moVi7ypSEyw0KDCG9WPga/M9vUJGeuT11cG0FoSHJy89nyx99u2bgShJpW188lZzXGZ5M71iMq09DqGM6UxZ2ur6vsn10N7X5yljNldqf7rrbU6hDBb9dvKftvPz8jGZk5Drfr2CGSfn26cU23DrUWGrd71/ZsubBu11//O0yXTleVW4PAmW1qkjPXpy6ujSA0Rt5enix44TG8vT04H5fMwsUrayzvf98xmInjR5GWnsWLC1egKJc/UMBDp+PZ2Q8RFOhPbl4+c19aRmFh9ZcZvZTRoGf+81PRaGRAqrHeK09PD+bOmYS/ny8nY8/zxluf1ki+jUldP5ec1RifTe5Yj6hMQ6tjOFMWd7q+l6uh3U/OcqbM7nTf1ZYa7cGaNWM8by+ZU/Z58L7bAOh4dSRGgw+Ho0863C/6aCzTZ73GpKkvodVo6Nu7S00WCygfIrOJv6la29SGyq5PXVwbQWiMAgL8+Pq7X5k+azGhIYH4+/vWWN4xx2J57IlF5Obl069v9xrJ87bhAzhx8iyPPr6QqK17aN2yWY3kW5L3QP7cdYBpM1/FarXUWL4jhw3kVGwcU2e8QmATE5Gtw2ss78aivp5LVWmMzyZ3rkdUpqHUMZwpizte3+pqqPdTVZwpszvdd7WlRnuw7EPeAhiNPjzx2DiemfdOhfudPHWu1kPjOhMisz7CaFZ1feri2ghCY2SxWBlxa3+GDbkeo9EHTw+PGsv7cPQpAI4dP0OzsKY1kmeLiFCitu0BqPEFKsNCgvgtajcAMUdP11i+zSNC6NSxDd27tsdo0BMU6M/JU1feUJDa5K7hnRvjs8ld6xGVaUh1DGfK4m7X93I0xPvJGc6U2Z3uu9pSq3OwtFoNC56fyoqVX5OUnFbhdnURGteZEJl1HUbTmesjwgYLQu0YMbQ/UVv38MKCFZjNhTWad/u2LQGIbB1BYg39HTlzLoEO7VoDcP89Ixhx64AayRcgKTmNVi1KesTatGleY/mePZfIV+t+ZtrMRbz/8TqSkip+DgiOuWt458b4bHLHekRlGlodw5myuNP1vVwN7X5yljNldqf7rrZo/IMi59VW5rcNG8jgm64jIjyEWwdfT1FREaqqcufom9m7P7psu9Nn43nhmcncPmIQe/ZFs+HHrTVelvjEFKZPvYeI8GD+dd01fLt+C2NG3WRTDvttln3wVVkLuzbYX5+Q4AB69uhY59dGEBojq9XKIw/dyY2DeiFJEoejT5Kckn7Z+Xbv2p5OHdtw27ABSJLEqtUbUNXLn4N14tQ5br/tBkaPvBGjQc/KVd/V2Jj102fimTB+FLcO/hdenh78b180iUmX/yA/GXuOsXcN5Y7bbyKydTg/bNpWq39Tr0R1/VxyVmN8NrljPaIyDa2OYV+Wfw6fKFdfdKfre7ka2v3kLGfOy53uu9pSq2Ha3Y0z4Z3dPQS0IAiC0LiI55L7EPWI+nclXd8r9X5qiGWuaY2qgSUIgiAIgiAIglCbanUOliAIgiAIgiAIQmMiGliCIAiCIAiCIAg1RDSwBEEQBEEQBEEQakijaGCNuHUAkx4cDcBLcx+le9f2FW779pI5leY14f5Rle7van6CIAiCIAiCIFw5GkUD68fN2+nTqwstW4ThZzKw70BMfRdJEARBEARBEIQrkLa+C1AXrFYr63+IYvHLM3jl9Y+c3s/by5MFLzyGt7cH5+OSWbh4JQD/vmMwE8ePIi09ixcXrkBRVGY/8SAR4cFkZuXw/PxlKIoIzigIgiAIgiAIjU2jaGAB7Nl7hGlTxnI4+iSzZoyneXho2W979x/h40/Xl9snIMCPr7/7lT17D/PGopn4+/sCEHMslo8/Xc+sGePp17c7ULJi+mNPLGLaI//mut5d2b5zf92cmCAIgiAIgiAIbqPRNLDuuXso23fuY9SIQSx+c5VT+1gsVkbc2p9hQ67HaPTB08MDgMPRpwA4dvwMzcKaotHIdLo6kreXzEHv7cnpMwm1dh6CIAiCIAiCILivRjEHK7hpE1q1CGPh4pUMvaUfHh46p/YbMbQ/UVv38MKCFZjNhWXft2/bEoDI1hEkJqZy9lwiv/6+m2kzF/HfZZ9z+kxcbZyGIAiCIAiCIAhurlE0sO6/ZwRfrfuFoqJitkT9zajhg5za76//HeK+scN4e8lTAAQF+gHQpXNb3nljDk38fdm2Yy/b/9xHYIA/77wxh0kPjiExKa3WzkUQBEEQBEEQBPcltepwi4jGIAiCIAiCIAiCUAMaRQ+WIAiCIAiCIAhCXRANLEEQBEEQBEEQhBoiGliCIAiCIAiCIAg1RDSwBEEQBEEQBEEQaohoYAmCIAiCIAiCINQQ0cASBEEQBEEQBEGoIaKBJQiCIAiCIAiCUEP+H9JJ97gZ4wV7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x144 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用赛博朋克主题\n",
    "with plt.style.context('cyberpunk.mplstyle'):\n",
    "    plot_figure()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 课后测验：\n",
    "\n",
    "　　今天的作业非常自由开放，请大家在过往的课后题目作业中挑选你喜欢的一张，并任选一种主题使用（`matplotlib`自带或附件中`mplstyle`），将套用主题之后的图发到评论区，看看谁的更加炫酷~"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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u2Fxnn3HcM/XrTQ+ffYOtd/wEhhFBqfLEa8ZsOq5jdG1/BN9rHAisjVvoVcayC9R+NkXu6W9f6W5cElorOm74CJHmVeB7qAbT4o1YkqH9z8waqAEyb+5s+JxhRLnhmkfwfButdcPtLCvOhaH9s59AyLwRBuorgHf+NM7Jw5gbrxmf9q2Vj9m1Afyx8dWGgbZL+KkBhJSIRBNaKPzBfvSUOhwiFscfGcI5fqDu8apWff29X8ZzJwK1FUvSe/R5SgOnuOvuX8K2cw16HNj8qePh2neLilb0v7WDzR/7OVQlWAloGkICmsH9T1/24TKjZxlIHaCjbTuOk6+7TcRKMpw+RioTVmhcTGbNUSeTcf7jv/s6f/gHv8m//X+/hmka/PZv/jx/9l//GT/3xc8uRh+vSkrPfb9mnLIuFdGeA3LiT+JngoVo/WwKpEQVi9OCNIAwLUq7vjfj8YbPvoE3KVc9OTc9NPA+peIQphmv+9potInBC/sp5MPaxfOBlBaGEZ21CSHJnnoLr5xveI/BjDcxcnwPbiE9tuRadNbWaNYpwJGTtQvfTkVIk2Onn5i577J+X0MunVmN+pOfuI//871dvP3uYX7z177Mwz90L4aU/OLXfo9v/ObPs3HDGnr7whKJF4t3/hTu+VM1Vu2nhwOrNgy0XUFXAvvVjguOjXbK0/Yzm01XUcql5/BOtt7xORzPGbfpYNQHHD+yg7vu/iU8b+oxBCA4dfwHl33OIRCNtvLgw/8Gw4jADOkFISV951/nwHt/Sf9bO9j68Z+HqX9/IUFrBt/bCQju+MIfYMaaZtwvQlIYOsWxJ/+g7tPp0TOkMsfrWnVL00YsK8Z9d31txnNU2ueFPf+SYnkBV7xfYcxq1N//wW7efvcwAG1tzXzq4fvZ/VJQp+Ktdw9z+63bF7aHVzENrVqIcZsGkE1NVA68BZ5HNQ1RZS42XSV17l1cp4hpxaeN9Ghk1aFNzy+2Pcpo5ixK+VTs0YZNKZ/+vuB7lj31Fl6lgLSiNfuabNOgyXS/i1YKtzzasGntM3Jq5nUsG1m151dm7HPFHsVXHrlCXxik55k556hvufk6mpuSXBhMMZzKAJDPFVi3feu0ba1IEimXZ/pbSGPx1hYcGkb1ncPYsBldGhuRUSpBk4lwnLEgLpDSxH3uCeTHPo25/WZ0MTAdEYujMmnEuXNz7LOm7+gutt/7c/QcfhqJrHndmVO7uO3Of4hS1fSKQAiT890vLt57chks6t/uMug+8xwfXH0jskEKwjTjlIpD5HO94+cztG8n6+//e3i+F2wkJEJIMkdeHd9m5NhrrL7hYwjDqr0pPYYwLLTnkO85POP7VLRHyOTO0t5yDY4bXO1ZVpJsrhulfdqaN+G49RddMI0IJ7t3XdTfYbn83S6Vizk/u1J//co5RdPm5iRf/9Uv8Tv/6o/5mZ/+FNFokIOKx2NIOb2cpFtnGNhyIRprbfhmzQeJzi20brhl/N/yZD/xrlvQKvhTiKKFzmTAWE3OS6Ga4lSO7KN8/hjOs3natv3zsbv/Giklhae/gzPH/kZjrfQff5GmVddw7uDj42mPKn3nX+fabZ8iGmvH88pEo80M9L9LOrU8bhwt9N9uvhgaOMDI8DHaOrbVvWknhOToof9Tcy7ZM+/SeecnkWYE5dqYiSSpo69QHDk3vo1dGWX4+Mt0Xv9RvMr0G8NGNMn5vd+mUkxNey7euYWWTROfyz76WR27DRUJfkwsGac334PSmnZ5Td0bm5aVJJPrpm/gnYt6Pyb/3SwzwfZ1DyLmMMUjlT/DYPbYRR3rSjAfn8tZA7VpGvzev/gV/vuff4/BoRGOn+jm9lu3c/joabZdt4nzPQOX1YGVRqxlDZs//LP4k0ZfyFIMYQXLX+mSiy75GK0dFMigEJR2B/lhf7AP59j7RG68He15c8pNT0Upl2Ov/VmDZ/WkXHWFMDe9cJw4+n3ufeC3pj1uWQkK+T5SQ4drn1D+xAgQz52Um67lwvtP03n9A2P56wmrlkYE3ymTOjl9BipAtKWTjR/5WfxJeXCnECPuBZ9L23BJrLsfaVhkDnbTEu0at+0qhjQ4fOIyl4ITBnds/UmENOuPchkjYsZ559S3l0Wgng9m/dn60Uce5PrtW/jy3/8s//X/+22EEHzqh+/na7/8Mzz0sXt4/c33F6OfVw3ps+9QGb2A75ZxS1ncUhZnpB9P+HjCxxnpQ1WK5NwR/M42nGPv4w/2jb8+CNoCYUbmnJu+GKq56mSyK8xNLyDZzBkyIyeIRGor/ElpcvxI/WBXHQESaVk1KTddi1NMkzrxGma0tqypjMToe/cxtO/W3/fZ9yine/GdCm4xi1vMckH3gfZB+/TTj1YembPvcPDQN6elbSwrSTbfw3C6/lj+uWK7eY72PodSLmUnW7fZboGyk+XkhZcu61jLiVkD9WNPvMgjP/ErfO03fp+v/cbv8/Sze/ja13+fw0dO87Xf+AOKxekjEUJmQCt63n4UaU7cGNJ2eaxV0HYFhKD3pb9GV8rjNl2latV+auCibXqOHeT4kR14Xjm06QXmxNHvIybdtGto02PoMatWTqWuTVe58P7TTC5rOptNj+2c/jcfRVoTQ+tKskJRlCiL4L8IwcDbjzOSPcVI9jQRa+LHYD5susqx3mdRWiFE/Rx+1ExwpOcZXK80L8dbDlzSHb98ocTul9+e776sGNJn3mbT3T+FtKLjC4/6QxcAMGNNZM+/T27fbszh7hqbrlL4wTcR0diC9W9o4H3efO3fL7pNr//4P6Djlgdn3c53ypz81r/AK2YXoVcLR9Wqq7nqmWy6yhprExvScdY/VH94XRVZSpKKW1TsNDIS4/zebze06fH+nNnH+nszGJEkamy6eo85gADMRDO5nkOUR4Jp40dO7uCjd/9TYP5sukrFzXGibzc3bnyYslOba5fCxNcuJ/qv/jUvJxMWZboS1LFqfC+YlSgE/fuCKnVez5n6Ly/mUemFHP6kyWbqH3shyZ/dHwwvK2QaNuU5ONmBZR+kq1St2rKSM9p0laGB91GuTbmSadhc3yafOYeHi7Ris9t0lTpW7QkPV3jjNl1l3KojTfNq01UaWfVKtGkIA/UVI33mbbxyrmZsbNWmy5mVmRfOnzuInb2AEU003EZIg4G9V08lvKpVRyNNs9o0QHrkONlsN9aUhR4mY0iTYwe+Q+rka0SbOmbMTU/rz5l9uMUM0pq4YjPjtTZd5cjJHVhmfF5tukrVqmPmxHmuVJuGsNbHlWPMqq958Ctj6Q9RY9Mz0XL93RixxitLV/ErBXInlleKavD1R9n8I79a9zkjlqSSOk+xd3nd6W+LrGFz8uaGz+ve89iynfVuF7Z1gbw7/SZhx7rbkEZQXTGTP0dn1y3j/56MIU3y2V6GBg8QKfQQbemam02Pdyaw6i0P/cJ4+mOqTVcZyZ7iXN8ezva+PPf9XwTHep/l+g0PjS94ETUTHDz/xIqzaQgD9RVlcq5aGpE52/SqDz5CfP22iS9SHaQVo9x/ctkF6qpVR5o78e3aL+RytemO6DoeXv8VXNX478UI3Lb+H/Kds79XN1Cvv+YB2tfePF7qVFoJkrFWNJOrLQpQPu+8/p8BjVNMc+KZP7zo/k7OVUvTqmvTVd45+L8uev9zZTxXveFhbK+0Ym0awtTHlWXMqg0rNmebBhje+32UXcIrZBs2ZZcY2vv9BT6BhWHw9UeD2XWTWK42DXA2f4BUpQdH2RS8bN3maZfe4jH6Syfr7uPcsWfw3DJOOYtTzpIr9qG1j1LeeBNak8v2MDR4maOBxqzaiEQb2vRicaz3WRSKeKRlReamq4SB+gqTPvM2TjF7UbnpQvdB7MwAskEuV0YT2JkLFJfpKh71ctXL1aYBNIo9Q49iiempiiqGMHh9qPH55dNnGU2dwhobH+34ZVy/ghy72RakBzQH9/0F1Rrnl0P2zD6cfHpGm14Mqlbt+uUVa9MQpj4uHilp/yf/GtHcMuum7pnj5P/2j2feSCtOPvfHdaf8zsTwnkfZ+KO/Qr1S8tIwGdrz6EXtb67c+el/RqJlDXSsgmTjG1q+71DODeDbJY4/+nt4lfr1jRsxOVe9nG0a4Nr2D/HA5i/TJLpoFWvRUwKpROJqh4e2fZU3ys9jfOxhhKx1KCENUCYx1mIRzNgrjWZoJbjpJ4VkNHOOoYHpE9C62m/kvlt/GSln9jKtYd/xb3J+8E3QijO7/hjfvvLlIA6ff4re1L4Va9MQGvXFoxTeQA/CiqBtu2ETVhS3u/6SR1Mpp3twSxdXC6CRVS+0TeeHTyPNKH4xjwaU701raPAqRYQ0cUujFx2kodaql7NNAwwXu7FklLQaBg1Kq5qmtSatRjClRd+Fd4J6Hr6H79jjTTk2JSdHRZWQWiCEwLazgVVLc0abzuZ7MKSJ8n08167bfM/FNCKkc2fHX1dJ9+EugWGQrl8mlV/84aJLiTBQXwKl3T8Yq/mrg3oKU5sh0XYF+51XFrQfw3seRRq1F0ULadMAPUefQSsfCnm0547PfqsiALTGLo4Eefc3L70vg68/ihlvXtY2DZB3UpwY2YNv6GBs86SvnUTiaBtlwMGhZykWLpB6/zmMSKLuZyvjDSOkgVscRXsehcowUhjksufr2jSA4xU5du4ZLDOGRtVtlpXg3MAbFMpDi/W2hFwEKzr1IWNJ4tfeGtwtH8OyEpju9Ess50I3bjooQOUP9eMc3U/kpjtQhem2KGMJis99H//WW8BqnJccZ2QEebL+TaSZqFq11dKJsksLZtPCsGjfcud47exs5izt62/FKxYR7R0Ty4dBYHrFdDDqJHWeQv+lV97LnzvI6Nn3GH7nqUt6vWklaFu9HcOMYZczZFOn6pb/XAzeG9jJ9lX3k/ZH6DLWjj8uEGT0CEprDg69AEBq/3Osuv0TCGkEP4pV4nHsSISc6aEReGYLnrCI+iVOjOwhecu9wXa+R/HEPpi0xuKp3t3csOVTSGGitFfTN4FAAEe7L+19Dll4VnSgNls66PrxX0R7zvhintO+HIARTTC88y/GAzUEVh256c4gyE9eUcM00Y5D5b09+P/296CpCdwZJhskEoi9ey8pUENtrnqhbFqaEa558OcRhon2PYQ0ES1tmFqhpAHVAj1CgO9jF9MYseRl2XSVcz/4o4t+jWFEue72z7H+mgdqjN+185w+uIOBczMXzl8I8k6KkyOvs33V/XjaxRj76jnaRhuSQ4PPUPGCH32/nGfkwAt03vkpvMkpsdZW6OhgpFzGbG8D1QJSMlLKILs+TifBj6pyypROH0Qre/yljlfk+Lld3Lz1M1SmTMuORJo5N/hmaNNLmBWd+nCGeiidPoBWClXK123aqeAVMhQO1X65q1Ytk1OqlMUSlF56EooF5FM7wfMQuXzdRi4PlQrGzktfmHSyVS9Ubtq3iwwdfRGtfLxKHreUwSmmkRqwnWq+A0FQvW0+bPpSkdLijgd/jQ3XfRzXLePY+fEmjQg33f0VNl3/w4veLwisGiDtj4xZbNWm/XGbrpLa/xxaebXrG2ayoBSVkV50uYihJcJxcEYHJz6vvsfom7vQrs1UTvXuxtceUkz4WWjTy4MVHagBsq8+PmGEdRDROJnXnqj7wa+WHB1PnYzZdDU3LV95BWwHbTW4cGlpRhw+jDh3rv7zc2R4z6Og1YLmpgcO7gKtxqu92cU0GhCeD0oDAu37VPLDCMOYF5u+FDZc9yCtnduwK6PoKWkO33dw7ALX3fY5YsnORe9b1aqVCR7uhE0PPTdu0+N9HbPqyTNQTSOC03sGEY1RLqYATbkwqeaLYYLyyO/bXff4VauOWBM3oEObXh4Y7auv+1dXuhNXEr+QJbZxG9aqdWjPCQJRNQ1iWqB8Uk/+BdQpYq6Lecy1GzHXb0Y7DjLehPnG22xdey/X3PFTbLjmAaIX0pSvWTdt0VgjmiTWvJq4a2Ld8xFESys6nYLyxQ9BcrJD2Ol+Cmf2z7idacbwvek/OHNBuTZmNEnzuhtQnh0EbWlgRRLBijOWiVMYQWlFJd3Lhbcfu6TjXA6mGeeme74yNpKiUdF5jWnGUL5LZmjxb1Cmy33c0vUQBS9HiQJawAtn/yeemt5W96YAACAASURBVL66fGWkl1W3PwQq+IEUhknPzj+l6dYP41dK+F4F154o3i/jTWT37qRytnFhp9FCH9s2fWL8ZrhpRHnj8P/A8a7cMLzL+VwuB+bj/Fa8UUNjq57JpqtUrVqaUbaOtnND5/20r70Vw4xiRprYZFzDvWe6WF/pGNupJNGxiUTnJkyPwEabmrF+6NPEf+tfY97zkUs6h/zJi1v+6FJoZNVSB7lpp5K7ojYdjbdiRZtR/vSgNxnPt1m17tZF6lUtVauWloU0I3VtuspkqzZiSTJH91A+d4Tiyf3IRFNNkJ7NpqtMturQppcPYaAG7AtnqZw7ioxPXGYK00I7FQoHXpvxtdVc9Ra9meSoh1PK4tp5lO+ifAe3lMXLDnN9dg2ryk0k2tZjROLBZfnABfBccBx0PoeulIn89JcxbrhlxmNeKdzSKENHXxq/HNfKwymPYkiT7JE9mPHmK5abDpi+fmddtG5YlH4xqOaq6+Wmp1LNVQMM7wtel33tBwghmHy+Mpog+8YzqMrsV2TVXHWYm14+rOhRH5PJvvo4a7/02+P/FtE46d1/N82mraYOoh3rAaikevBKo+g399K86lNUMhca7DyD376Kjd5azkQlWgDFElRqi/QI0wLTJPqFr+B+75sN+6orZbwzVyYYDhzcRddNHx+vaOYrBzs7yKnd/52tj3yV/jdqlweLr9pEpHnVrPtVvke+98hlDZ9z7BzKdxHSHA9u9TDNGMMjV24CRd5JcSz1KmU319Cmq/jlPKn9zxJNtOPmg2JNbqqf4sn9JLbdgSrlx23aSfWT2H7nrMf3izmOdj9FMr46tOllQhiox6hadXzLTSi7NM2mI61drPvIF2jefMvYTarAynJn38fI5PBHhmrGrdagFH5mGHv9eqT28KVGpKavBG2s6oJYDDpWY37pqwhverARkQhqZJjcf/jGfJ36RVG16q6bH8KrFNC+x77vfQOnnOHEjn8zbfuuux5h1fX34TmNl2yT0kR5Nof+928G+e9LRCuf3lO72XLjIzOs+izQAvpOv3TJx5kP9vT87Zy3HXrzcaKx1prHsq/9gOT2OwER2PTrT9L5yS9iJFuCiUgNkJEY5e4jHPv2f7zUrodcAcLUxySyrz4e3LSJJmpy09H2dWz7/O/QvPkWvFIev1zALxfxynlarrmD9g//CGqWd1JkR3EtgkVB69g0gJ8dCW7y+D7atdGlwrSG51HZ/eRCnP6cqeaqrUQrqVN7cQrTf3SqDO3fhe/aY+9Z/aa1YvjAC5cVpKv0nHwBu5whEm2e/qSQRGOtDHTvJZ89f9nHupJUrdpobh/PTWdffxLt+6hyoXHzHLJ7G6+3GLI0CQP1JOwLZ7F7TqIdu8amNz38CwgzglfKUVNLQevgMUOiuma5vFcKo2QHQ9rq2DSALhaCyTHSqG/nkQi6VMDZ/+bFn9w8UrVqgAv7Z/7Sl1PnyPcexYzXCZxMTDAaOvT8/PTNzvPu7j8gnzlPNNpCNNZGJNZKNNZKJJKk59QLHH/3b+blWFea7Gs/ACHGc9OFg3vQTiVIodVBxpK4Q71Uuo8sck9DLpcw9TGF7IuPoqKRcZuOr95CbNWGsSBdHyc/gtm5BSIRhFN/xIE0LFoGywyvNYi1rWu4LyVNtDTAnx6oZSRG6am/CdZXrINevx7/F34BGozbVtJEqaBokti1C2PPnvHnYv/gF5FrNzTs1/g+0inaurNENtxI3iix8Sf/ScNtvVKO89//T1x4+zGaN9ZP1RixJEPvPYNfKdR9/lKwyxne3f3vaGrbROe6OzCtYNzxUO+7uPbFF4haijRtupm1D3wBM12k69r76Np6DwCmY2F1rkOPT+vXFItDQeU5wyD98vItbrWSCQP1FPxsqia/mVi3rXZ2WB08p4T2XczWdtTwYN1tzEiC3P6Xidz0GfyohfSmB2JNYJhGyUWZFmpyrnEuNp3JoNeuCXZUZ9q6rk6Pb25GjtRavS6VkGs3oPONA5lobkZd6MUv5Yh0rMEr5THi9cu9mvGmYAFapcatunnDjXjlif3Pt01PpZDtoZC9crWUFxInP0KsYz2+XcaITpSb1Z6H0AIhg6+2FBJfuaFNL3PC1McszBakq1RKaXzXJhJvHf+SABhWnEi8jeGefZx95S+IHziB8DW+KVGA1hqlNUoKlGkQzZTxntwxrZiTjMQo7/p+Q5sGEOUy8smnwDQQjlO3YVmI06cQx2pHjTi7d4LrBPt3nenNc8F1cZ57kvT+F1BOBa38oE5KvaZ8hl+fmPRy4e3HaopfQWDTw+8/N682vVJwsoNkj7+BtCK177tr444OgwhKoVbsUZRyQ5te5lwlRi2Ir9qIYcVwK3ns7MDsL5kjdnZwxqFeVbTvcvzl/0lb8ybWX/8QZiSBEILSaD89R55h6NxbgCbz7LdZk/glis0m9tq2wHIBo2QTH8xhpXMMPfMdmrdvQ7S2oyvlcZvWhw/R1nEdAIVc/7TZjgDyxRdRP/II2jSnjRrRgClMWl54F7H2hprn1Jo1RM4NYG3ZjraD/ZYNF1+OmX88gXv2BG7cwhjMk37vOVZ98NN1U0JGvJlS33HKA8EQuEjzKoxIjEqmn8TqrcFaiGMz7UqpbprWj/VFawoDV67C3WLT1L4ZIxKfdTvfKeOWJ67y4mYL7bF1yMNHaNvwAL6dGL91YgkL4QgsXyCE5IIq0xTtwBseoSOxEW7eGOzTsykW6n9P7NHBJVGHOmSCZR+oV934IGs/8BnMeMv4tOZKpp/+tx8jd/4y144DCucP4TsVhBmYSz2kFcUr5Rntfo9R9nH+0BOYkSRa+3hO7QSE4qn9+CPDJMstxPpSaMMIJmD4CivRwtCex9GeQ3nXDpJf/GV0pUxMJln3fg+rP/X74/UrBIL+nr2cOvI4jj0RLEW5jNz5NOrHfwxGpwTRZIL27lFuuukL+NtqR53odWvRkQhmzgQ0hhKc3uSQbQmOJ4VBdrVAX/NLJH/9G6T3v0DHXT88duOzdrq2kLLGpjtv/QRr7nwErTwizZ3opB/UVC7l2PKJfxy8RkiElBz59u/g5Efm/gdaxtzwkX9MomUtfoPPFYBhRijlBjj0/MRwumvb7+aBzV/E8ctYZ+KY0VXjFR8tEUEgYRikEsQ3rqEsJL5rEfnorwafNSS+9hhU05d+MyIJ+t/8HoP7wokwS4llnfrY9NEvsfmjX8KwYviVPL5dxCvniLas5tpP/SqdN33sso+hlU//K9/CiManLbgKwSQVGYnR9/I3qWqN1grXzk8L0mM7JPXqo0jLQmiQno/0FdKM4NtF8of3AuAefR+VGiQeX8Vt/avosjbiOsWJ5pbYsOUBPvzx3502xla++CK4Ltqc+B3WgDZNMj/4K5xiBuV7eHZxoqWHcKWPK1y0ANtUjCY88BVSCezKKL7vYD0RVPrzy4FVm7Ha5bim2jRA6vCLKNfGLWbxKnmEEGjlY48O4leK+JWgzkT27HsrJkgD9Bx+OqhI6BQbNqV9eg7Xjqw5lX4D2y/h+jbF/AVcQwVNKmzp4hsarTXFmE8xKfDcMvboIJ5dRGuNVj6j9tD4ez/enDLKLZM+NvNs3JDFZ9kG6tYtd7Dqxo/ilkanjb/1nTJ+Jc/G+3+GaNvaBnuYO6On3qZ3918hTQsz0YIZbw5aogUhTc7v+jPy5+Zu78VT+3FHR5CTLnuNSIyRPY+j/bGbgFpT3rWD60dWIUfz2JVsTTU4rRV2ZZRorJWb7/q5mv1XrZrkpGW6kknk+V44eoTz+76PaUVrX5PPg+fho5C+oL8zCNjBk1Dwc4hCAevVveOvSe9/ITC5SXn8qTYN4OSGyZx6EzPejJNLgZC4hfQkEw8qEA6884M5v4dXA8Pn3sK1C0gzWvd5aUZxK3mGz71V87jtFzkwuIuomUB7Ll45P34vxdc+WoNQmt5YCqTAGw0q7Nm5YYQQKBRFf3rKyow1kTr80kUvCxey8Czb1EfXHZ9G+x6NVlzWygch6LzxQfre+O7cd2yYNN3wIZpuuhcjmsTJDpI78CrZ43vJndlH63UfJLF2GwDF/uOMnnmvYUqkIWNWve5H/y+UU0ZMsekqsf4R4qkClVzjab62naOz62ZiN32Qwo99YqJQvmFgdK2Hrg0E4/EkonMNasdjjIyWueZ4Ex3FzWM1I0Cj0eUgYAoFdx6NgtAILTi11WPwhjaif/xniEmjSapWXc1V17PpKgP7nqR9270oz8HODOBOWszXjDcx2r2fyhxXYZ8Lmx78B8Taa4cbRmWC1shqokYCpX3ybppM7gxnnv2TeTvuxaCVx9n9O7j+3i/j1JnsY1hRzrz7nWkLWQAcHtrN7WuCFVucXCoYp179YVU+ZcMj6w5hpB3UWEVG5VTQnktBlpj2vZEyKJX7/q55PsuQ+WBZBmphWDStuQ63NPMND98p03btB+ccqKNrtrDh878OkWgw4UQpouuvpeXm+yj3HGfgif9O5tjrZI69ftnnULVqI9GCNC2Gdn9rwqbHaF91A5RKtSvI1ENAu9lF/vrroVwZnyyjlY+IxYLVa7RGRyPoqIVhCy6s1bSfkhg+aFEt+w9KQrwEiZJAC0HMhn23C0TFrrHpKtVctZBmXZuuUrXq9u33Tvm7LZBNC0nT+hsC20TQSSdJksEPEhqBoDm+mq7oJrKdL5BOXZnaKcPn3uKaOz+HNKM1V4aNbLpK1arvWvsZym4Or5wPgrUG3y5xLjmEYUTx85mJfRoRKrkhSu3TRzKZsSZSh3aHNr1EWZapD2mY40tnzYjW0xZ/bYTVtpr1P/0bCDMSrJZRKaKcMqqUwy/liG++kbU//tVpQ8wumTGrNuLJujYNwSSZuR1PIPMF5Gt7wDIRlQqiUkH39yJUIFrCdoLZkWUHoRRDbS7lmA5WEheghUaJsRy70DgRjdCQa9acvE4R+etv1dh0lapVR9q6Gtp0lYF9T44NFp84p4WwaYDBfTtRbgXlOaxSbSR0HE+7+NpDaR9fe/j4uMUMH7j/12hp2zKvx58rVas2p6Q/DCtK9/4ddW26yuGhiRVbnFwwLt5UkuHRE7x39G+QZqRme9OKc3LfdyheOIEZmzRTNLTpJc+yDNS+U8Z3SnVv7k1GWlHKjSraTaHtnk8jrQiqQfEgvzhKfMN24huvn3VfMpogsnoTVse64EvQgOKp/diD5xh57fFpNg1QLgwFMwmnoAEdiaCjUbQMqvG5CRPrnf3B9OFYHBGNIZRG2xVEUEMKISWxc0OYnsRUkp61Hr4EoYMVWhCCSEVheBotNIYPez/kQzqFtfvlhueR3v8CzuhgQ5uuMjlXHbBwuWknP0z65BvEY+0kRTM+U0emGPiVEk4lB0Jw3U0/Nu99mCtTc9VVmy5n+2lu20Jz2xaaWjeO/3+1xVrXcM4+TjLajsTAL5fAtjmY2o2dG0a5FaxYC4YZwzBjuG6Bwe69pI6/hrCiyLFmJdsZ7d6PmWgj3rllvFlNHVfsPQmpZVmmPgCGDr3Aug9+tnbxzykIaTA8h1lvworSfNN9+JXC2ApyjdC03PUQ5Z76l8lWWxft9/0ozTfcHdz4EwJll8m++zyj7z4/PRhrRc+3f7/hwgTDAwdQvhdUl1MeWgh0Rzt6VcfYD0CQe7bLNvKun6PdK5InQWXTagzXH+uxBCHQ8SiWrWmqGLRkLLQETHAtTcwOzllqaM4H74DhC4oJxcltisgf1rfpKn45z6m/+p0ZF1ioUs1VIwRmbGFsusrgvp1cd92n6z8pwMkHFurYBTrX3EI01jpD1b2FY2qu2rCi9B58ins+/o2xtJWqv+iyGaU5vpZYryCi2hBCYhseW+/6PFsFSDOB2bIKlMZ28hx643+gBWx64ItYiVaiLZ3BmHUhab3mA7RsuWN839KMku89zOmn/nCx346QOixLowYYOfIyXmm0Zk25yZjxFkrD5xidw2gMIzF2I6ZRmdIxlGsTXVW/Tkdk9SY2ful3ab7xHvxKMUidlAsIKVn10Z9k3ef/77pXADMFN6VcThz6OyKRJpAmavNGdNfq4EnfR/gaoTRlWWF9pQ3T0cS6B0AplFJopcDz0J4HCOKjNpXiCMpzQAhc6XOhw0bJIE8dKwEotNYYCvbcq2a16bmcx2SqVm3FWxZ8pIeTH0aPZkDW/vhWbdp3q2PJNUr5xOJXziCrVm3FWnArefpOvkBq4CAIcMeG6rlTWqWUwRMuw1Y2WGVHafrkBRyviOMWqeSHUZ6LFoJyKcVg916075I68gpeeXR8YpFbGMEr5WqG6mnlMXzguSv2foTUsmwDtVfJc+KJ/xAURIo3Y8ZbMKIJzHgLZryFwsBJTj/zn+c0y017LmKGFEUVISSqXkCSknU/+SsIw8Av5WqOqT0Xv5AlvmE7Hfd/9qLOEaC3+xWOHfwuYs0aRLIJ4SskAikNhJCU8gNURgdQhTzrjI0YFZdoKoe2Jm4Yaa0wHY0YGg5m/5WGEL7GEz6jTT62FaQ5ohUNGkwf8jGX09t0w9z05TCw70mEYS6oTVcpDJ1m2sovk2x64iFRN820WIznqiOJ8dz06SM/CCavNLjKi8SaGOx7j2ykhAYq0h4b0TFpv6UCvrI5fWBHMJUcGD6wC+VU8J0KIHAK6ZrXGNEElcwFcj3zv6J9yKWxbFMfENjZ0b/7lzSvv5H2bfdgxppw8iOkT75OaXjuK3v7xVHc9CBmc8eMQ+2EGSF/bPpd+MSWmzGTrfilxgWN/EqB1jt/iAulM5Q/+dHZO6UUyb/dgdl7gZ7ul+n4oZ/CEFHMZAwQuKbCNhW6cx2wDgeI6ghi642IiAumgR5LfyAE8YFR9NhNvEpE01TKIZrjaAG9qyvcdSSK4WmUITAUvLktg/HyoTnZ9MXi5IY5/8rfUOid/wJBworSvO0DNG29DWEY5Ipl1jhlRDSK9v06Nh2MhvC8MoVc37z352IYPvcWsaZV4yM9CqM9pAYOsGrtrURdScyII4XE0TYFPw8IDr3z53zgQ79IX0xS0kUQMHjTKkqrgs+JFCZmbx/pT9yF9YmJ1MZI3GZ11MTNDkyqtBcgDJMLV2jdy5D6LOtADYBW5PuOkO+7vC99+s2drHnkHzVcHUOYEbTyKRx5Y9pzyW3BShsz4nsQiRFvXcvovR9AFGZY9dkw0JZJ059/G4DE6i1oDZWEgLgMLuW1AIyao2oPmmyLYrMkkrdx4gagieRtvO/8byKf+RxaSgSa9M5v0fYTP4cblRRaBD2tOW7sSeBHLAoRh+6OLLHf+i/zbtNVRo68NO/7TGy5mc0P/X2kaQX3CLRGChPK8WDpMN+va9MRK8HxQ9+rmVB0JdDK4/zBJ2oeGzm/j9vWfhJhMDbSSZOQTbRbqxnOnaGUv8DxIztI3P3L2Hbw4+NbktENzVgu2JUc9jUmsL3m8jkTTdI5LKcVxAptemmybFMf803h6Jvkj7yOkWxBTJm1J+NNyEiMgSf/R11rltXFamdDayJnejBPnQ1eVyzVbVoK4k+/iJEKLkmlEQluKKVSQc5Z6/Gx0ZOb1kEKwyp5JE6NpRSkQfxkD/Yru1CnTiC71uLue4PCG0+jh4fHF3m9QD8+PpanefO2EmLnU4g6q9AsVRIbb2DNp78STMku5YLVYypF3PIo5zmPEALTitfYtDQiRGNtDA8e4vzphSm1ejm0JNfzoe1fxHPKKAkKH4XC1z4+iibZwgdu/BJDA+9TKg5imsFM19Un0piuQro+TnYAyqVpzfNtho+8WFMiFUKbXqqEgXoSQ7v+mvTu76IqJYx4EzKWxEi0UOk5Qe93/j2l0+/XfZ0z0t8wxy2liZTBTUQhDbzcCMlv7kBbZs3cMK0hSoyoSBBzBG3Pv4Uc+8FwiulginA+B66LUHpsdEptEwgq0sEq2hiORyyVJ5K3sXf8LWiF//xO1GiGyvtv4q/qIPPm05i2j8jm8KImx7fYDFhpzrdkiRRczOtvw9p2S00zt2zDWLUmaB1d8/beXy5dH/8ZtOfVTV2VKXFWnKMc12jHxookiUSb0MrjxMG/4/DBv8Vq6ph1uOdCIaMJIm1rprXbbv5ZpBWlVEkHM0jHUlfCMHDtAsXyCFvW3U9zYg3Hj+zAMIJx01bFp6u7RJlyfYGIxyE1xOCzfw1KjU8/D2166bL8Ux/zidYUj7xJet+zWB1rg6p4hSx+ceYhW/kjb9Bx32eDL9LYmORYvJ1YvH3cWBFQzPShijms/QOYPf34a7uQhQobvXVsG2mjqSSJuAKpoPQTf0ClnCZ9ci+D+5+hlDpPvGM9fiqFuW7z9IkwGgwFbkRiqThsvJZWx8c9dYLskfeCTfp7yT//KM43vg6OS1oL2ssS2dSKu6aTM4bgBC4doh3jF/4peH7tSBgB+D5G79jYdMMk/ef/Drfv7Py8/5dItHMT0fZ1qErjdFLFL9Aj+0mf+h529zGU9omuu5Y1H/oUNzf/1FiqRJE69hpD7z+LW0w33Nd8s/bjP0vrjfcFo3HGMJVkc2o9rlBEBChtYBgW/tg4/3IpRXUa+NYND3Dw5KOUioNEY+34vkPXiVHOdIpgGOfU0Uymhfvko6hSjqFDu+m6/WG8Ui606SVMaNQNcNMD2IPnZg3SAF5uhNzB1zCSrQhh0NK2mURiNeigSlzVamJmkus+/7tY8WaS39yBMCPcPXo9t/V30FyURJ0g+PooEiRoTayn44YHuOEnf5fM6beCadqlMr4/2RqDtIehINfk4xZGUOmgcLwulyjt/LuaUShi796xxXVtKORJ+YMYvsaseMFsPd/FU07wg+PYwUox1aYUpEZQpQJaKbyhvisepAGs1tVzSz0pH9m2itxoD133/jibP/qlYCWacg6/UkC5Nqtv/iFu/Kl/PuNyafNN5sDLaOXXLPhrlhyU8tHaD9I5IvgcCSlx7cJ4aVRfebQ1bQb0uFVHIkn6jjyD98oLiKYpw1fHbFodDoatDh/YBUphxptDm17ChIF6nhje/S3yh/aQbNuIaSVQKJACYRggBE6qHyc7RKS5g00P/wLW/kPc2N9M56iFLzQRVwTjmdEgNL5USB3Uo1DKZ90HP8u5l/4SaVgY2RzS10gFhg+GEuSbNAPtLjKVRpUKQapjsAdnzKarCNvGfPwJSAb5zByjKBTCcfG0Cwi0FPilQk1VPEQwTpdsUKdDmCaF55eIfc11WJ0QKM9hzR2fonXLHbilbM1wS618vPIo0oxw7ae/NlHgaoEpXzhFqf90zZyA4HMwcdWkhcat5BFCjtl09ZTE+LC7aq5aa0X36efxXno2GEs/OS03ZtPV+jFeOc/Qod0Y0WRo00uYMPVxkQjDIr7tdmKbb0BIA/vCWYrH30XbZdKv7GDNto/iGRXiRhOWkijPplzJIC2DSGtQcrV9+4e57ke+zupUK64FTUUZzKYeO0Y1d62ExlIm0ooEtautGIf+9v+h/foP0/HTXyViJahEIN+iqFg+ciQLnodoSlJ+5Wkqb70MWtF+y8dIrL0W04zheRUQJn6qBXQz+D4SBw1EBbhtcVoymvVnFQkjMqkglAiW4/KuDb74BRf35p8n23WSMz0vUbl+M6JrDdgObVYXVjo/fj6yax2yY/W099IrjlKZPIzS9xh96THUDMMc61G+cCaocS0k0Lg2BlpR7DnGdR/7R3h24zSJbxeJNHXQvOFG8gswhLAew6/vYMvn/+n4v8vSDn5AtQBD4peLVPJDRKJNCGmSaAkm51giCn4bN97zFQAK/ii27XPdXX8PtObcW2+jP3wvOpebZtPjxz6wCyEIbXoJEwbqiyB2zS2s/rF/jIzEgMB6mm7/CB0//LOkX/g/mEWbmB+hxW9mIuxGiVtrEYZBOSJwpQeGQfOt9yG1QGoxXsFuWsXWscei8Tbs/DAd19/HyNGXSR18gVSbT8c//A2UYYAA5fuYqTSYFtouk9/xV0HqAoi0rmbVbR9H2RWUHgtkKR/d1jq+2rnUgljBY6AdzNEiqyotSClru6QtwEIogdYGavV2Bj+0Gb/tQxgqWGQAQ1JpW4PvQsexIayKh9/ShOrsqMmVCiGQ5TxydXBDUhgW2nPIvvC9i/67+JUCueNv0XrT/ahCpu42MprAK2QRlTLSis5pnca2az+0aIG6atXxNVvxKwW0gIFIho32KlzAzafxfYdyKY0VbSIabwMV1Dy0OtezRtSmahKt65GGQfdLv4e+5+7gx3WKTVfxynn637j49z1k8QhTH3Mkuul6uj7/q4DAL+bwizlUMR/817FZ9ckvsvb2T9Mq24PFarVf23yXpG1g+Bo1duNKoyeC11hcn14VUCNEUOfBsGITD+99jWJ+EKkFWmhkJrBpGUtQevGJ8SANkHpvF145WMFjPA+aGsDDw5MqyH+i6YunKdgpslaBkrSDQkYCtAQtgv4GM5UV+D6nrvO5sFajsmkYHYVCHkZH8YYH8CKS4Zs6cVQFPTQ4tkCuF+S6PRc8H3fkAqpUGEvV+ORee2p8vcaLZeiV7+KNpjCTrbUpG8RY+U9F75N/GhQ+mkPlRa18zEhi1u3mk+HXdwSpsjEGommKUQ+j4iImTUpx7UJw5YTggteL4+Rx7UJNA03f6ZepDHbjv/oionN1XZsOWR6svEBtRZDJ5ilf5tlZ9ckvgufXr2nhe+hSiXXrPoiPwjc0auqgDK1R2iPpBoFCOw4ggmANYzatqafVvu8gzQjO5AUEPA/70W+C56DdIDctojG052AfO4Boah1vypCkj78e1DSpBgKlkSMZxP/P3nuHS3ZVZ96/vU+qfHPoHKVutVoZZQTIgBCYYINNGJzGAbCxx5kxHo/T58czY88YPA7z2B5sQGaIkpAA5VZutbpboqM653T75sp14t7fH6durhs6KNC6bz9Hem6dtM+pqlXvWXut95UGhhaEIqKU0+jvPYD2XU40FWL2rXV9WLo+GiAMKGcEmJQ+dAAAIABJREFUA90GwcCZKYFP1YpIL0BZJuWlrbE6X/8AGPHHTUiDoDI81hFnmLGg/ctPndN7MuEtcCucvv9vye98GsNKYCTSGIk0ZipL+dgujn/zv+H1nyCoDM/JWV5IA7dw8UyS54LJuWot4GDrAHuPPIiUBo6VwbbSJOwcA0P7GRSDuKqB3ZuQaDTH98QWXuHTj6GLxYZseh4/GnjTpD6s5WtI3/4e7FVXxh9WFVHbsYnqpseJBntn3NfuXobZ2oWqTLUvGkFCphlqNSg3SbSw4pxvVdE0GJIsR/XKNh9LpDAjQXS2l+DyVgwlCEyNFQrU5CBd/9Mr92OYCfond/NtfJaK00T6zvcj7ATGgiWoYp7W3/zzKeOLkEg6sNraifp7wHVJJNsgsBDaxjVCrhjsQqx8H55OUVneQrjPwPAFQut61aFA61inuqdLEQReY+0TDX6hH7utm1p3E9nD/Yh8Ad3RXu+qhLA0Vv5mJFMUnnnwvNn0CJRXo/fpr9P/wv047Ytjy698L+G4yh0330Nt6DSJpi6iRp6W4zB0cGoX6quN8blqM5WheGQ7p3fdw8HUQyStJnKpBSxpuprFLVeRrjSzWLRRpMiAMURNxI08tpOh59hG3Grdf7JYwP/rP0MPDUx32nm8wfGmYNSp2+6i9ed+B3vFWlS5iKoUUV6N5HVvpe3T/xVr2WUz7m+1ds/MRBwHf3k3pRYZ1xlHYIQaPynoX2Iz3GmNEmatFabrIyJFudaPGQl8q85WJ3TAgKElZcoYZpLqwAlKp/dNPK9SeM8+ApVKzMyjkCg/iKqUpixhpUA5jFXWVLWMCn2U70EYoaTGtSOiwV6iShHjTC+EAac7A5SM0zNCiFE2rYFyRhPMYEQb1YpxHbaQqIQ1yqqFYV50Nj0ZynepnTlE7fSBCUF6BGc234swLMQ0phJWqon80Zfx8q8to4ZxrDqZBSEY2ByrCyoVkhApbl3+SZa0XoMfVimVe4iEIqszrAiX0hI1TWHTI5gP0j/auOQDtb18Ddl3f4RoJBc6QlOVQlWKaKVo+cRvIJLpaY8xk8sGQsDixWgBRgioKFbjEwJDCWQIxTaLarOFMAzCWgldLiOkQfpYH4NiEKkFnhkhdFxqZyiBoSWu8PAqg9QGj3P4kf/dWAnQ96g+9T2MTBO1F59EOomp29RRtoP6U0GclwkK/QgNNRnELeqFOKgJrXFO9TPYYeIHFVSd6Y6w6TCo4ZWHUNEMZXF1Vj3WBASiWEJrTVgbq+owkimKGx++YDZ9Liid3sPxZ/4Nw0pgJnNIK4E0bYxErMJYOL6T409/+TUbz2T0v3AfRiJF6fB2vMFYCiBlN/O2tZ8hUj5uUESjCPwySgVEUhOhWKC6yJktnD32whibnsclgUs+9ZG6430xe5sm2GrfRWZyJK6+hdrmDQ238c4cGWvhncysM5lYRCmKAGtUC1qoCGGYCGEgI81ws0YePoZlJjhz9Hk6L7+DoFYgfWyAUys9qkmf7mQXSU8gPJ9aoZfK6f0M7Hma0um9M8q1ui8/j7lgKeVHv0Prb/5/YFrxhN14GCYq8hnY+gRt695OWC3GTRZeFe1VEYEb10nX4RQ9EgM+pwq76W5ZF7sNCgW2idICcfYs5tWrEDWXsFJABz5IiZ1tZeSHQJsmRgRppx3MEGk7eCdOk2nuwI+G8LR30dn0XDF88EXKp/fSuuZ2mldcj5QW1cGTDOx5ikrv4Rn3TaY76FxwLbaTxasV6OvZhlu7eJ2MtZ5DDGx9iPyup0dfW9F+M1Ka+MHEdE2t3E+6aSFKKNDQHGSmsOl5/Ojjkg7UwnZwVqwlKs/cXah8n9R1t08bqKPiELWju0msWD81T53LxccQxM0FI3ODWteV+OJUQWQZkEozfGI3J7c/QMfqWxlemuXA2xdSCQuEYcR+BkApZLVK+u//FWfbHOtafY/yff8GQPWp75G++6dR5YmBWqZSeBufYnjLQ7SuvQOkEQtNvfAdWq5/J6oysXbZTGawauB3LqCcsbErAjMy0VrhJSQtVieek0ZYaaJqcTS7bmVaR3PZkW3QfLqGk2pCKxUr2NWqWDKDslxCw7gouenzRVAt0LvtIXq3zS2wmWaS9Tf8Ah0LriF+GI2ves1VP03Pqa3s2X4PKjpHR/pp0PfsNyf8vbz9JoJoqkhW4JdRUYCQJkpAsqbxqo1LFOfxo4tLOvUhnMScWotjt+6ZS7EGH/0aqlrEyDRN1NkwDEa6VcrDJwGQk6oKBCCFJFAuB7fcQ+iVOOjtYs9dS4iI0P29yOF8vBSKaMOg9J9/Hf+aK8/1knFffh7tuTGrHh2jCWFIsOVZolqJwV1PYmfbCKtF+jbdh9t/EiMxMfWjA5/KqX2oKMAt9FC1wziHHoUM+mfQhTxNR4cJtY8a6XxTCr80iEYTmQJ7uIxz8Diqbsww4iQSFAfxbP26senzgZQWN9z+W3QsuDaWDnXzeG4hXrwSC5bcxHW3fBbxKnUzWkYCpRunmmrl/vi8AgKvgiFfH3Gpebx6uKQDtapV41TFLF8eYVpExZkfXaPSMD1f+Usq+1/GSGWQ9UUgUGGAf/YEYa1Iefg4oV9FSiN2YakvYejyymP/C686hBaCI+9ajQhDwnz/WIneyHhcD+H5lD/zc6Ni/3NGPWctE8nRl2QqRfX5x9C1+LF5YNujRG6Z3k2xk0jfxvvi9I0QaCGQ6Rzlk3vpfe5bSNMiCCp4wsfDo6zL+MSsMTPoEn3pn9DFYcjmIJMhJEBJQeZUnrbtpxCRJij0o1VEUBrCcFL0bryXsJx/zXPT46ENAz0HV58RdC1+C7mW5dN4Kmo8t0Brx1o6uq+e8TjCtBGWM7Y4SWQqO2URdmLCdrWgiCHthseMWbVP4JYIIxclY8/D6Za5lCfO442FSzr1QRjg7tpC4ppbUOXpS+uEYVLb/OSsh4vKeQYe+GeG003YXUviH4BUiuxP/MJomVoU+pTzp2JNjrrspLIM/OP7cfuOxcNadzmqKY139tgExbQJY6q5qOYcwfq12Lv2ntNluy8/T+rOD8SsWmsIQ9xNG7Drb3dUK3H4O385WtVQPbkXvy2LWLYIVEQoDUSzTfOV65B2B6ZYgK81gymIIgd6Yp/Jyok9eBsfh42PIxYvheYWCAJybWtpu+YuwnrOO6wWUUFs+6TCgMEdTyCPbCEsvHYKdUDs2n7rbei77oL29vjeHDyIfPwx2LFjRuuHFZe9Z1QIaTqoKGTZ6nfT17O94XqnfQnLP/aH9UAZ3xvd3gaOM2lLEQtFjbTSC0F/n8WKgz5hg/QHQDl/ilzbSoY7Ta6+6n9PP0ghqZw9xMEH/seM1zKPNxYuaUYNUHnhsdgI1p78ZYgh01lUYRB3f2Ot6UaIKgVqR3ZTO7yT2u7NhGdPYGRyE7ZRURCbkCo/Tos8NebcES5ZiDYMotCf0t4yAYZBtKh7zuMaxThWPcamJ2pbeENnJrR0F7c+QV0PClUpEuYHiEoFysUeUIpIhYSGJnTjHzwhJP2bvju6vz51Ar17B3r/HoZ/+Cg6ChFyjAeowMdwUvS//BDKrxEO9k6d8HwVobNZ1Oc/j/7ExyGVguHhWGBq+XLUr/4a+j/+xxmeXgSZ3CLCcGb2H4Y1cs3Lpl3vDZ4mLA2hAo+wUiCsFIiGB2OFRd8fXYhCgnw/UaVAVCmgteLEwFZcv4BtNK5OMoRB4JfpTZYJKoVpF60ihg5unuttm8cbBJd8oI76z5D/+j8gpERmcnHANkxEIoXM5FCFIYa++jfnHzS0Zvhrf0fQdxojk4vL/AwTYdnITA5pO+Tv/b8EJw+N7iKUmluHWKNGxTliNFddZ9OzYeiJb6ADDy0kQXGs5jYIKkSRH+dAtSYqDo+yabevsS9l5Fbo3/4Yxri8vzBMVBgwtPvp87ugC4AG1Kc/DV3dkC+AN65Jp1KBYhF9y63od9817RGmtvZPu+UMKxV9G+9FWuNyyKUiRNEEU4DIrYx1wIq4QWh46yM8sftv8MMKCSuHZSRjP0QjQcLKobXiiV3/C98Ip031CdMm8msM7d84p2uZxxsHl3bqow7/yB4G/vYPSVx7O6nr34aTaYOai7v/JYaf/S6qnL+g4+tqiaF//kucy68mdfM7Mdo6Ua5PoXqa4tARwnUdsO69o9sbC5YiW9oRqVzszRJG9cmgcbKWgEjYJJavgbvH1UYPDsHWSYxo0RLEleunjKvUewhhWXDH2xCAMpOw6WkYnppyWNJ2Lc2b9pBYtZ6wmAbGmJuOXKKOdFz/bWYIBRPYdCMM7dxAx7V3IaSJVmGcm978AMqfyEo70yvpSK9AIMi7PZwu7kVzkb0LFy+BVauhOE36S+u4aejuu9EbnpigqzGC/NAhck3LCILpVfcsO81A78yVOqUj2wkKgxipXHwvtEYNDiA7u+IGIcAf90MpU1kquzcRFQapugUe/OF/ZWn79axZ8GMk7WZcr8jBs89xtP9F/LCCsX8jbWvfSlideK0Sg6zdTv7QVpZe9q4Zx5gfOEhh4NCM28zjtcWbIlADaM8lne4kZ7aAB8JIkVhzC82X30xx1/MMPP1N9EwNHLNBRXj7tuHtq7upGJKer/w1UceVCG9ibjPr2qR1CjebwlQgIkVcOTIWqEMT0i4krroF79rr4xeTSXjppSmBWnR0YPzUJ2IGPX5I9f/LK6+Ij207sPOlhoF62aI76I5WQq+J1h0TmLyuQG9GEJhpjIxF4cAz07LpEYyw6s4b3kfkVaew6dbkEu5c8cs0JbqQxBULSkW4UYXnj3+VE4WLJx6k33LDRE3mRgiCuCZ+9WrYv3/K6uMHH+Oam38Vpn3wEgghOXFoFu/FOqte9L5Pjf1olYrQ1o4wTaJaeQqbzm96iJHpv1B5HOnbxJG+TQ0P37vtIdrW3B6z6nEVT9J0yJEj0Xk1un36aiLDTrJ387/OB+o3GC751AcAUrLgQ58lt/72WDmuUiAsDRNVi0Ruhdw1b6PrA5++qELxIlLkvvpdRM3FGMxPWKrlPlpOlBFaExga5XmxuhwarRWhoRFK0324jFfqi3Op+Xz8mP69B6acS+/cjj5zGlx3bNvJSxDCzl1w6kTD8e45dD9BUKZa7iOwNL4Rji6hrUmcHkKj8YLirGx6BEM7N6CjECuVG81NA7QmF/OBNZ8ja7dTC4pUgjwVP08tLGEIi3ev+jWWNV1z3vd+CrK5OL0wF6Qal2n29eyg9/RLOInmKVUTUpo4iSZOH3ueoYGpQX4yRli1tOuVOXVWjZRT2fQrmwjz/XMbOxCUhxjcvxEzOcnZxTbpPfkSKgrwavmGS+BXcCuD9BydT4280fCmCNSZy64nueyK2FZrcq5RK6JKgfTKq0mtmJo+uBCkn3oRWaqgnEllVQL66WXFoYhkMSCyJaERs+jQFiSrilV7A6qlcWJRmSzs2wvHj009kVKo734HYTUu3wJit5lHHp529eDwQYYKRzHcoF7SOG5iTWsSfUUolygc3TYrmx7BCKsOveoENn370k8ihYEXTU0jhMrDj1zetvwXkOIiPfAND83OqCG+5tJ0pgWaXS99iSP7fxDbXTkZbCeH7WSQ0uDgK/exZ/u/z208DXLVRqjqVR56bCx1Nn2u6N320ISy1JHc9L6N/1x3jml8L0w7ydHdD1y0pp15XDy8KVIfzW95T71LcHroKKT5LXcx+OC/THjdkg4rW2/i6q67yDodKBVyLL+NV/o20F89BoDIZLFuuB3ntjsR2Sa05xJsexF/01Pk7vku+V/7JExKfxTMGpHns/r5AVxquE0OJJMkEi2kKopA+7h6XLuwFPDgVDY9Ov6d29D5YUinY2Y9Hpkset9erN4Bule9k2Wr3kki1UoU+vSc2srJIxsoF8/wysH7uOMtv0tQGMRsjsvXhJ2AKCLRsYSak4f1V7F4/T9POrlm6AdfpbpjKhMb3PYopSPbRtl0U6KbjvQKasHUfHGT00Xabo7vKZLP3PCvBGpqOZofuXx7zx9TDeY2tyC2bkW///0zb2TbUC7DkSPTbqK14vDeBzh64GHaOtZi2mkCr8RQ//5RO6y5YnKuWgjB4JPfounWu4kCfzQ3fS5segQjrHokV23YCU5t/Aa10lnOHtvEguW34buTctiGRRi482z6DYo3RaB2upcRzTJhqLwqiQUrJryWspr58ct/j5zTQRB51IISQghWtt7IytYbeen0d9ktdpP+ld9BJFNo10WXSmAY2Le8A/umtyHv/QrFOquW44K1as7St3kzzWoliYpPouQDJViRAcNiyB/3BZ2JTY8eMGbVxi/8CnpyoJaCxIbnuPGOz2HZKcLAw6v77y1edjuLlt3G3u3/zunjGxkqHKWZ5eOePDTSD6lKnwGvByaTLSmRyQzesUnKfiPDCjzcgZOjf7clF09b8eJFZVK6CaUjpDCIdEjFn/i+OWaagts75yANIHp7YedOuPpqKDSYUJRxPby456txRc4sUJFP/9kLzKGPy1VL06R8bDf5TT8gc+0d8Y/jebLpEYzkqqWVmFDpcXzvQ3Qvv3VKDtu0kxzc9s15Nv0GxZxSHy0tOf7xi58HIJtJ8T//8rf50j/+Cb//2z//qg7utcXkGlrBe1b/J7J2G9WgUGd2cQ65FhRxwzI3LvkIaz78RwjLQZeKo3lmohBdKqI9j9RP/QJtDz6PTo1VbmgRt5yLe76C33sSOa59W+aLBCI8JzY9etwRVp0YVyWSySL27ueGFR/FstN4bpEo8urXEuF5RcKgxrrrfpaWtst45eB9SARhYRBhmETlElJIjqX7p94iQKYyVHduJCrMXa1tugI2N6wQqnop4DTtJ1IYbD1z35zPNbrfl74Ehw9DU1P81CFl3P6fizsqxSOPIJ5//pyPeyEYYdXCtOh/8QF0FDD87P2Y2dZzzk1PxgirtrOt9GyNjw3gVgY4e2wTtjOWw55n0298GC0dq/50pg2ymRR//PlPk82meOD7T/PBH387e/Yd5Qt//++8+8duobd3kIHBCytve7WRWnElVq5t9MPaCMl0O04tIpPqQhgGLWGGqzrfRS2cmrOUpo2ZSGGmcrSpFg7kzjaOK0ohbAd7qER+aQ5tWYgoQjXnSD3/EplHnyPI95O96rbRmX5hWAwYQ4RJK7auSmfJHjpL9vgQyZaFhF4VFUxtvDCyrWSuuBHbVSRWrsOOTGyZwLbSdO84Q3fTmtjZ3HLiBguliDJJgqY0YdJCaEnKbubIwYfobL+SlJlDGRKRz+PnHI7mhqYq+AmJsCwG7/unObeCKx1xZeedBKqB4QCgdEDSjJuHKv4wkRpjeI6RZqh2etpAbZoJorDxcUUUIV58EXHqVNwN2NIS/1ju2IH97ftpO+3S1LWGzoXXkU51kEy14daG0XN1OD8vaPx8HyoMKOx+FoBgoAe7czHDz9yHcuMfa6epi+bl15FoW4hhOvjlqVU7uaZldHSuJ9e0FITA8wrUhk7hNHVyZvO9E967SuE0iy67sy5Tq7ESGQ7vvJfi4Myqga8WZnrfLgVcjOubNfURKcUf/8U/8t///DcBKBYrrFy+iEw6RVdnK739r20b8Pkgv/Uxuj/waWhwrxwrS7uzGAsTkYhg/WIWr38vTjUiPFSAobFALU2bRHM3su5dKEyb1orgCm8lxxI91JgarHSljLXuOnJf+wb5z3wc7QcgIPuNuFPRPb4Pv/ckVvtCAIK+k7hPPAS//ClaShaLhhZi+jbc8TOjKYPCiV2cfO6rE3SdrZYO2n/8F+OAH2bBqYtHuR7LFr8VGdqYMp5I8qt9lBfmUI41ym6rgL2sjeShB0Zz1W7vSRwnxysnH8FY/BaiSW34Mp2huuPc2HTB6+Vs+TCd6RW44VSDWTesEKkQQ5p4k9ZLeX5segRCKdi2DWNbXEJpOmlW3vxJWt/yWTIiR0rWWabW+LUCgVfixOEnObTn/jmJe50PKsd3Uzk+Vnuto4Deb30RADvbztK3/zyZ7ssQ0hjVRQ8qw5x47t8pnXqFpqZlXHXtz5PNLJxgY18qnWbnjq9w+AdfmHLOEVa9YPlthEFtnk3/CGDW1Ee16lKpjAWgHbsO0NXVxk9/+F0cO95DsTh9A8AbBZVD26ke3Y2Rbpow4+1YObrtZZjaREUhUeARKZ8o8sGyGFzbiWpuAkCaFqn2pUgrUWekEVpqlNAkQpPFLCFFg9KuenDNbN6FLFWIutpIPfcS1umxio6hZ+6NTU0Ng6Fn7oMd22nvUyyLliCrNcLiIGG1QFgrEtZKNC29iss/+AcYzljKxD2xH/fUAXQYEPX3oIQiIiLqO4MRKLQK47SNGVBc0YayTAgiZH0RQUSYslj4sd+jqPMMFY6STnVSrpzl+KavoQI/VuEbQb1Tsbjx3POoz5+4h0gFJMzMlHWWkcSNylT9iVKdjpFmsHqS06Vz0z2ZDoaVZP1dv0/b0uvJqAwpkSJSAZEKUERYqSaklWDFZe/h6hs/xXSpmFcLdqaNNT/xeTLdq+vv+9hiOGlW3f0bLFx3F7fc9jnSqS48r1hX9SvieUXSmW5uve1z5Joat7Qf3/sQGo3lZOYrPX4EcM6Tib/4cx/ir7/4FapVl4/91Hv48bvfyoM/eGbCNpadRso31jzl0GNfQ9/2ATLr6xMpSDrkAtAiTokEQV2tNHb1jieVJNXLF5F9qUyieUHsBq7Dsco1FX99fUuhhWABCznK0YnfaSEQUuIEgrZvPsrApz9K2/1PYyeaRjfRvT2EAz2xjdLZ06RyC1gylCFsi2BocErdbuRVSDR1sejGj9D70ljuuvLCoyR+8tPoagnCCBH4EASEQmFrAUJSbK2nAdTETLEARBRXeXS9++c5+OxjtLdczoFjj2ALm9qWp8m89b2jetwincXdvRXTCzHHXctc4FLjkWP/wO2LP0FbYvHYfUBTDfI8e/Qr3LTgJ8mYLfgqJgmGYbN94FGcGc4lpDHj+vFYuP5uUi1LkJ5PysmidDj2tmmNJiKRaacyeJyuRTewcOmtDPa9ck7XeSFYcsfPYiZzhLVirMCIGDVk1lGAEoIV7/oMHD5LFNSmSOtGoYtlpbjuhl/hxRf+esrxdRQwcOqHtC24mqGeXXO+b68GzuV9+1HEuVxfY3XG8wjU2WyaVSsW88rew1y5diVbf7hnyjaB/8Zk2Wcf/wryuW+TWnEVLUuuwbzig6iwOrELT8Su254MSYcGkWWgWpvj2XMVoiyJnzIJnfjLIwCNQGmFIS2yLcuopeq6GJUiWoV4O7cShR7LTplcf18F+9bfIHSL9O19msHDLxJ6Fc5+9/8AgtAt0Hn5LWi3ij5dgkliStgOoqmZKJWh9e0fpv/qBfjPPka0bzeWirCFg9Xega4oAj/EkyZDxjBpvRDXVighEGqqIoUUBqFfISwP4yxezfHav7Hx5S/QOxA/lvubHyZ50zviiVClkCpi+Jn7iKb5YM2GPrfA/YU/ozW5hI70cgSSvNvD2fIBAFTo8+6Vv4ZSEY6RZqByjGODLzU8lkDS2baOtSveSy61EI2id3APh08+yVDx6NTtpUn7qlsJghq55kVUEhYaG0OB7WsMX6NVgEZjJtJEvsuiZbdx5sQL53Wt5wor3Uxm0VqCSp7RD+e41AeAoWL9FDchMLzGzTyeVyKVbCeRaKGQPzZl/YFt3yBx4HFqldfXT9FJNE0boF5VJFOY192Mefs7kLlmdK1CuPl5wq0b0cWLN56LcX3nHKjv+X/f57987pfp6mrjlT2HeOLJ196p+UKg3CrlvZvp7r4utp6apgQhlAoldKw33ZRFV8HLWvip+JaNMNJaAjpLCWoB5JshoQQ1fBACo6kltqcqRCz5qb9Amg6R76KjCDORY8lNP83Ca9/P/ke/QHVwrGMwu/gKdBjCJJds0dyKaGuPTXKVQmpILFyF/NnP0FlMYJc88H10EtBg21lsJ0utNEBY0gQiQmM2qG+Jq1BqtSFGKlucziX0HhqT69RejeILD9P89g+h4Zxz09NhqHaSodrJKa+fKOyk4PaSsdtmzE0b0uLmqz5Dd9t6QOMFFQSCJV03sqTrJg6efJxdB78zYR8n04aVbY1rmA0HqQRCQGRALSUwHE2qYsdKgk4WtzxEc9vqC77WuSLZtqSeE59e4MkwnfjpL52EwnRNOoAQNDUtaxioA69E4M2w7yUM0b2QxKd/B5HJoD0PHYSQTGG954NYP/Ze3H/7e9Sh2btMXyvMuTPxN373vwOwd/9RfuaX/gvvfv9n+K3P/U9q7o/obO2Iq/YMqJgeSoClLcKEgZ8yEUpjRMSGtEaAh0skIekJmgpxU4Qm1vrQgH2in1XrPoRwkgS1Iir00TpChR5BrYgwLNa857cxE9lxQ2vwtmSycZCOonjRdWk9t0aHmyWRakXlMoTFoXhCUQq0jnPpyVwnR50eorCGFDL2f6TuPCMNhJRUyr2EI358mobda5WXn45z1XBeuelzxZYz95K0sjPmpq9b+zMsaF+P6xfww0p8b3WI6xfx/BKXL72LVUveOWGf5sVXYWZaQCsMVf8UaB07pStNZEA1JdCAZafqqa7XMkc9+7nGPr0zbysQo+/3POpIpkh8+ncgkUQXi7GaoopiklMqorUi8Yu/gWjvfL1HOoo3RQt5IxTP7GM2DVElNK4ZcGRoC7WsgYxAIghkRNnycI2wnv7QKBTpmohL2qREDhewDh2juRR/pUQ62/AckV/FsFO0r75t9LVSzwGEMfFhR7a2N3gCiPPOCZmKpUhTKYTtEFTyCGHgRBZOYCJDIAw4+uLX8LwiWmukNBFC4rtFisPH8cc9mgkp8ftPTRmr9moUnn2QyktPXRQ2PRtOFHZyPL+Dzae/3XB90mllaffN1LzGqngahR9UWLfi/RN+/DrX3YlWEVJa8XzEuJsqABREpkDVbRET6Q6K+bm1zV8MuMNnZrXeb89bAAAgAElEQVT0CkMv/j2tzlwWqbWiVDx9EUf3ow/zupsRmQxUp0nReh6YFuYd72y8/nXAmzZQ9+17ijBwZ5z0lMIginwO7P8+ZVmjmPTJ2zUqlk8o6+Va4wOqVqQPncXacxDzTC/C88kZzUQqRCaScWVHA0RBja51d47+PbS/ngsd+bLaTuzWMq5rzsQgLwokjXGVE0JgLVhGp7WYrmGblopFS82hvWjRZSxCuj5eZYhi8QTDA/sZHjxIpXy23gBTv5xkltrpQwT5voZjrWx5gvzj32y47tXAQ4f+hp563noyFnfeUNckmf4HN1IBppGgo2UNAKnWJdjpVvzqMFKadf3oiYwzPqImsAVKhdiJHMcOPHqRrmh2+KUBSmf2YyQa/7gDRDpARyF2Zfo6b9NMUq0NMjR08NUY5o8szNvfgfZmrnLR1TLWTW+dqHnzOuJNG6gBDjzzTyAEUkwNoFLEKYEDz/4LtpMmqAwDGjFJ3EfUxXMAIh1i60lMGCMOBlpPYckjUFGAmRhziAkqQ/S8/CBWMhu7pBhj1k0ABgYhEQNiEFNY8SopMbHoHnZI+IIIhTIEkQGRBNtIsubGn6fywiNIJ4Uwpwo4yUQaFYUMPPn1ud3A1xnJRMucjRUcKw56ZiKL1gq/Gk/U6fp/JyTC6tU/kVBILQiVR1/Ptos+/plw6oWvoyN/Qgnm6PBMG8NJcWrj1zClgWkmpmxjmkmkYbJr+5dfg9H+aEHkmmY3CokiMM1YA+YNgDd1oO7du4F9T/4dSoexx6HpYBg2hmGhdMi+p/8PZ3c/ShjUUKFPbeBk3WLKQBom0jCpf6tjN26tCcVEhjMqgi8EehodCSFNokkTh73bHuLUpm8jTAvTSmEqk/ifgYvLMXmcUIREOoxjlWPTNiwQCiJZ99QaybvWg7ZMZVnafQtnv/dPgEamspiZFoxMC0YqR1gc5PQ3/wp/4EfjUdkLinNLHQsI6jZakV9FCIGOQlQYoLVCSV1PgdT/aQFaIyONG5Xpzx981RpepoOXP8uBB/8KvziAmcxhpZqx0i2YyRxozfEnv8Txl7/Dls1/SxjWsJ0siWQLiWQLjpMlCKtsefGL82y6EarVOvmZAULGT7DBa2cXNxPeWMXOrwPOvvI4Z1/ZwIKr3kNu4VoMw2b49G56dj0K9fbhof598Rc6DKj0HcWwkxh2AhBgGIjmljjniUHBnNhNV1JFsmYzke9Nq+Bn2il6dj6MkcqRvfI2sutuQdoOQX6AIy/cg6UM0h/7ZQxp4QSClE6wMlxCVbqUdA2RkJihwPZjFjiCMfsoAVqhLYNk00KM4QJH/8/vkV6xHqttAUQRbs8R3DOHwXawbrgV+5Z3IDI5dKWMv+U5gp1bwZ27Y/jKj/wBVqZ11u1q/Sc48dDfz/m443GmfwdXrvzJGbeRwkCpkP7heAa/MniC0KsgTIvAK2E6GYgUShowUnCpFUhJafgkUkh6jjx3XuO7ULhDp9n7nT8h3bmSpsXrCSMfr3CW4ondo63tgwP7eGrD52lrX0s2G9ekl4qnGBjYy3n7uF3iCLc8j/WeD8b+lNNAZDKE27dOSDe+nnjTB+oYip5dD9Oz6+GGNY9R5HHi8JMsv/xuPDdP5NeIRtw5hMDOZLGETdEo4cmJwbioCuRoJSo11kORpo1WIWW3n2W//JcI00T5HihFYuFKkksuwx/oQRw8SNeK20FFRHWW3qSyNPtZQiHQZj1XK8Z/OccCtQ7jL7a0HbJtKygOHKZyeAccHjP1lZ0LSP/ybyMyOQgCdBgiUhmSP/EfSLznJ6h86YuoM42NByYjKA+R6l41oc19MsxkjvzBLXM6XiOUKj30De+ls2Utrt94QtGxMuw79vCYZohWnNnxEMtu+QRedRjTyaA1E919pIH2qhCFKKDv6OtbglrpO0JYHJy2FldrxUD/Hgb6p/Y0zGMqwi0bsX7s7tj93WtQtWaaoDXhs7O49byGeFOnPs4Fh/Y+QP/ZHTiJJkxrrFXcMGxkoYgrXE62VuNJPwAEMpVBpR2O73sEGUZYydyYmLuQWMkc0rA49sN7ab/rk2gVxk0ygRd3n7kVokqR1MLVNF92E355mNAEbcTdk5GI4q7DwMCuC/dNaosERNw+Pi4QNaooEKk06U/9LiKZjkuU3Fqcx3Nr6FIRYdmxnGtubh1WfVu+F7fZRxE6CqcuWqNCn8Htj53T+zAZW3b/C6VKD0mnGUOO5RMtM0XSaeJ0/3b2HH1w4tj2PkX/gecQpo3n5hFSxt2fQsQTviqEYhEhBLuf+d9v2lrjSxW6VMD9t3+IOz6zubE0iJCIbA6RSOJ9+6uoU69dpc9smFU9782GiUpXglTHCppXXE+2+3L6enYwfHYv6Uwn6WxXrGTmFjm4+172bv0yYVDFWbQSI5VFOg7e0b3kH/4a+S0PM3xiB4Zpk+lYjmknEdJg4MBGjj7/ZVLX3obVumBaBbpErhttGYjBgVjc3rIQtlNvLQZVLWELG+mrWBJVxAEardBRMMqmhSFRlRJn9m2gNt49Bki896ew1l4NQYiw7CkLQsQu7okk4Z7tUwc5CZFbJtG2kETn8jEPwPH3OZllcOcGSkcubJIuUgHHz75Izc3T1rySpNOEZSYpVE6x8+C32Hvk+w3NckvDJwjwkels3DwiJYY0oVJG5Yfo2f8kB178MpX81DLFmWAvX4PZuRizrXvGRSZSqGmeshrhUlaYez2uTQ8NEu54KW5MW7oyLm21LMLtW/G/9VXU/osnF3Axrk+suOKu+UTWOIykPlovu5Wlt3+SdNPCuPICQCv8yjCntt5H767H4urpBtKpwnJi/ZBG+S0hkaZVbxzRSCfJil/7G6JauaGgvmGnSLUuRgkQ5QrmqTMYTW2Y2Za6XVNsm2VIG9MNkUGEGslTjz+clIhI4fUeY/P9vz9lcqz5776BTKYgmiEnJ+MUyvCvfmSWuxjDaVnA6o//CeF4iykAaWDYSQ7c8wdT3LIvBE6iidCvxmxdNy5bs5o7aXv7T5NeedVoS7aQBpUjOxl46puoahl1AV+qjt/9nxjZJvQMk1DCSeAf2cfQl/9qzsd93dqsXwO87tcmBFh2PHH4Kkwavy4t5G8GdN/wQZbc/FEcJ4tWY8FYCIGdbmX57T9Dun05hzb8Q8P9GzHIsZUKFUysW9ZaT+t6MlrSpxTYFlbHYmQihY4imMAUFdWsSS4vRnUqRiElAgmVIge33NOwgkF7NXASE/QkpoxFGPF2k9xBpoM33EPxyA/JrryeaFxANhNpBnY8cVGD9AiiGSyxrNZuFn/iDxB2Yoo/YXrlNSQWrOTU1/87qnD+gbr87A/I3f1xVHWqhOsIpJSUn3/1OzvnMUdoDf4b+2llPkc9Ccn2JSy4/gM4dgYVRROCmtYapUKE5dC68i20X3b7BZ9PBd6U2uyJG4yV9wlp1oN0LPg+cbuImpenr0MjDCNm2NLClBaGloRDZzmw8f8yeKpx2kIV8vXSw8ZjEUJAFKHKpXNiHX1bvsdYwzp1cSF1wbnp80HXj/8KwrRR1SITlbg0UbWATKTpfM8vXNA53O0b0V4VYVoN14tEirD/DP6h3Q3Xz2MejTAfqCehde0dWNZIk8F0WSGNYSXpvvruCz5fVCng9Z5EOg20rIHQr46mN8xIxpoEDUekqYYFqqLG0fQAZ80BBmqnOH3oaXZ9/y/Y9I1fZ+j09D5//g83oaqV6TuxpCSqVQi2n1sFxAirNlIjDSdpBnc9+aqw6ZngdC3DaV+EcqdnuqpWIrloNVZr93mfRwc+paceRCQav5/CNCk9cf7mB/N4c2I+UE9CdvEVmIaFmoE1ahVbWjmZNqzkhevoDm/+Qdwp2EjfQcd6FVJIrHB8bfQYDGEQWGB0LUA6CYx0lrIoU2iV1K5cTTXFrC7ZwYtPo2uVhqxa1KVNtVvF2/jkOV/fCKsWhvm6senEotWjes4zQggSC1dd0LmmY9XzbHoe54v5QD0JQhoxj55tilWMbX+hqBzaTn7Lw3G1yDijW6TESOUIKnnCA3sxdT3XPDoEgYFBZEqKOVEvhVNxtYdXGy316/jAL5FYvm7GMajBPqrf/FKcW53ctWWaqGqZ2r1fRfVMlSSdDSOs2mnuel3YNJzL+zR9q/9cMR2rnmfT8zhfzE8mToKbP4uTbMW0rGkn1oQQqDBERQEy10yiuZWwNExYPH9FucHn76d25hDNN95NctHqONgqRWHXcxReepzIr7Hm1/6eLGmM+tumUBT0MEFzC2q0gkEQee7ocXUYoEOLlnd8mKFv/N2MYwh3vUz5C39K7rf+DNHUgtYqZtOlEqW/+wuio43FkSYgncVcuAQr244e6MPvO4Fyq/Rt+R6p7tVzZtMODouM5XPa9qw6RVVPb1aRblqEE5lYIUw/VVqH1gTDcemizDRhNnegVUTQd2p2fYhxcLdvJHvnBxGmhQ6Dc2bTCbuJdLIDrSPy5Yklgk1RliXRwjkd54B1BF+8Mdqg53H+mA/UkzD4ytOkO1diWcnpSbWQaBEStmRZ+LHfizU1pEHtzGGGnrsvbsU+D1SP7KJ6ZBfSScaTXm51gnN63ysbqKy/HSpxnlURYTa3Y45LK2sgKk+sz1VuFbtjMWZLJ17PzGVC0aljVP71b8l8/NOxDGQqTeX+L88apEVbB4n3f5SWdW8lxdhTga5WKP3wKYae+jYH7vn8jFUl47HcuIxfSf02nnZn3C4hkvw/9194Odg0ZV3nittYtv4DOKnm2Awh7CQwmxmM+hoGdmE5RNUSQa1E20d/ncSq9fF46xOp5a0bKG18eOaqnpHrrrPq3N0fR5cLc2bTucwi1q/6MN1tV6J0fK+0jjh2dhO7D95HFHnc4d7Mp0r/gaqcuaU/oR3+c8t/Y7/9+riLz+PiYb7hZRJUrUyyczlOrgvDMKfkhIU04lSAIcj7fSi/GrPWwMNq7iR31Vvx+k6MsrLzgY7COBhMypMH/afJXHUbwrFRYdwSbWSa41yojqs9onIRVZkajIVp4h/bhzd4ZtbzRwO9JK65BZlrgXKR8ne/OmOlh+haQPo//RHdC67DVjaqbqSrUeDYJBatJrPyGsr7t6K86rTHGY8hPcB11k2YWLjUCBr8Awjw+Y57DxHRhMaCldd9lBXXfhiBIPSrqChARQFOspmMyKFQeIz9CAjTQjpJBrc8RMtP/hJmWzeqWkIHfrwAiVVX4qxcR233lmkndSfcx/4zpG58BzKdI+w/TfmxxrraI2htWsk73vI5MqkuPL8cGy2rADR0ta6js3UNJ3u3ckae4e7aO3DxcYWHL4Ipi61tjpun+HrmgdfW8+A8cCk388DFub75HPUkaBVx+OG/pf/QRsLQwzBtpGGNLghBSEh/+QhROJHtKbeC8l263/+pibnmi4SwMMDZr/0VUbkYd9Slm2JRKMNEGAZhuUA4dLbxzkJMKwo1BVpReexehG1Tefw+iKbXPAZwfu4ztFhdyIiJjSYaCCOUKTA7F9L13l+a2/mJVQcf8u7FFtPLTCZEkse97+Ez8UvQsuBKFq15J36tMOELElWKuPkeIqFoN7pJJFowUlmMVA4hTc7+4F9I3fauuAyzUpxY2x6FRKU89oLlZN/+obldw0iu2rJnZdNCGNx29WfRWuP5ExuEYseaPC25Faxb8QFKssIDqcfI6MaVJehYr/yezH1v+CA9j7nhTZn6SC+4jJYrbsfOthO6ZYb3b6J0fNcoa4z8Gocf/iKnW75Fx7ofo2nROqQ0qfQfRV52BaGp0YSjX3KkRAc+YTmPDjyknSBzxU0Utz11wWMNVi7D+PjPsjbfTUc1QyQUJ5LDnMzmSdhNJKVP1lD4wkMEZRLKpC1oIqPi1E3RqDDsVAnDAL/3BHL1Gsz3fmh2QXStqWzegLdz64ybyeWrsDsW4UT26KP6FIQRKuGQWLwau30h/sDsrB5gd7idYT1ImuwE9gtgYeHhsiV4fsp+i9feFefsG1TIROUiUbVMoqkLx80zOPwK7sn9lA/+EGfFWmQyg6pMr+0RVUpkrr+D0jMPzCkF4m7fiDCMWXPTC9qvxrZSuP705/b9EisXv509Rx7kB6kNfKh6F6Y2p0jrZnSa4+YpdtjzIk2XCt5UgdpIZFn+vl8n2bkM0KgwRBgGuRXXElSGOfa9v50g5ekOn+Hkxn9npM7Bau5gyVV/jogCnAWrYKSMTWuEncRIN6Hc2Mk7e/mNFxyoBZIbM+9k1Ymb0UoTSY0AFvW1Ew1oNlzdz4GuAutKWQxSLCpm6a4uivU/6owsF6VYHBrsO/04RBG6XEKuXoOu1aZPZwiJSCZxv3XPrGzauOwKbOHM7YJsh+SSNXMO1COs+pOJT03JVSdEku97357CpoWQNHdfUTcGmAZK4RX6SSLof/TLY8e87JrZB6UikAbWgmX4J2afXNWBT/XF2VXYFnZcM2uhkdIRppC05JYxkD/IA6nH+EjlfeTFuCqaeTZ9SeJNk/oQ0mTFB36TZOcywmqRsFpC+TWiWpmwWsRM5lj5E7+PkZze/kgYFkJK7I4lMSNVUbxoFU86qQiZTGPm2hFW4860c8HVKz/MmpZb8CpD1JIK3wjxjJCqFRAScde2dpackRxpGmThyZCFtRZCERGIiEgoIqkJTUHgl1nlrKej82r02TNE218C0wDXbbyYJtEPN6N7e2YfpG0j9OxGwYi4WkYY53ZfRli1w5iLyUxses5leFoh5aQ6Z9uJfSln3VcjzIvLcQzpNKyRb4QR+7gfpDYQihBznKvQPJu+NHFJB2phOZgdCzHbF5JddR2JtsXT1vBGbgUjkaH5itsargcIy8NxXnjEp09MkhQVAiKFkUjHIksXgKTdxJrF78T1ioiBwdFTjI7F0Pgm3HK0GxFB+6E8XnU4luw0jFiuUyuC4V68/pOEQY01az+EnWzGeX4zTmTSkHIJgRAQPvK9OY1T950lJJiTRL0OAoLCwJyOO7pPg1z1dLlpiG3NAreINKbmtoVhIC0HYVoYVoLqJAXBoPfUtL6Wk48TDZ/bdcyGQvkUchZDW4iNECq1+NxTctVzYdMaFoXdrAyWzrq0R7MbP8zjtcElmfqQ6RzZ299H+tq6OaUQONl2/LKHcMuIaVwbIq9Cy7o7OPPCt2nU8SKsBNJykNbEINAoSMmmtgu6hqWdN0Hd31wECjlcQLU0ocOIyDGIkhaeEEgc3rXLImz2UWfPIIZ7Y7anmTB5qCyJ07aC2z78BYKghjzWRC3TymmzlyGrPPbFzmSJdv5wbmwaCHdtw/tIDUVT3Y+9wd2QEoIQVS1RPbLrnO/F+Fy1IpqWTY/g1L4nWHHNT+LX4soYaSdwsu0YTooRL1uhND2nNk/Yr7brRZre/qExVcIGkMk0/umjhMONzX/PFyfObmLdyg9Mfw8B28owWDhMpdY/+tr4XHVCO7OyaQuL/zH0hyS0TThDVXlCO2x3XuFPW75w/hc1j4uGS45RG7lWOn/pj0i/5U6U76FqFVS1jDAswtYcwaqlaKPxZesoRNoJpD3VLFQ6SRZ/7PfjrrXYETWGkIj6MvKi1orE6vWkbn33eV9HU2rhhEdh2T+IBoKMTZi2692TGqHALNdQKQe9fCk6mUQHwYQgLTM5rO4lYNuowCP0yvgDZ0iEJpdVFrHYba9fy7mxaQDcGv4jD1AwynWT4ElUTgiQAlmuMPDMdybUhc8V41n1TGx6BGcPP4dXy2MmMhiJNKm2pRh2rDioVYRQEBLRtP4OFr/1k6P7RaVhSlufxMg00WiyVVgOCElhw3fO+RpmQ9Ud4vCpp0g4ORrRYUPaCCHYdfDeCa+Pser0nHLTgQh4LPns6L4NF1EhECHfS71xHE7e7LjkAnXrT/4KMp1FlQsTa11VhAgjcGzChV3T7j9ifDoZ7Xd+DKulE62iMZlSMVkTQ6J1hIoCdOCTeddHMBcuP6/rCCJ3ghOLCEKU76JsE1Q8qTiqwRH4iEjHLHrxQvQ4rQ5hWpht3egozqOPsjXfJ6yVCEzNIreVXJA6ZzY9gvDpRyk+9i2GZQFpmhiGFZv/mhZSmojhPP2PfpXSrvP3Hhxh1R7ejGwaIPQr7Hzir/FredKtS+o+iBopDKQ0CFSNwcpxgmqB9iveTvPKt4zuW9zwHcpbNmCks8hMEzKRQiYzGOkcQgoGv/X3+KdenQaSnQe+zeFTT5OwsyTsHLaZwrYyJOwcQkg2bv87hopHpuz3g9QGFNGcc9MPph4jRGHoxmmetE5x2jzLy/a5P/3M49XBJZX6sLqWYC9aQVSemocOayWsdAs6jKApi+7piwP3OBiJNNWew1NYn9OxjJbr3x0zWCFBaJSO6o7VTGAwWscTWl61CAakbnknxfu+NGU8RlMrqatuxepagg4D3P3bqB3ajbH6coyrb+Boy2IMK0PLgRq2q6h051BtaTBBRmI0MBOGuF4RO5GLJVFNA53NIgpx04vMNtfHp4lMideSQjvNca42iJCGhdCaJSzmaCogsltI/Myvj47T3fw0wcHZ256DJ77P4NbnKd58J9l1N5NINKHzQ1R2bKK845m6/vP5Q6P4lvtl0iI7I5uGeLKtObcU040waxFSSDSSgIBCNEA1Gvt86NCn69r3kj/yUv0FReHxb1LeuoH0NbdjdS+N358DO6jt++GcSvIu5Bq37/86B088wbKFt9OSWUKkAs70b2egeJhqtb/hfiVZ4R9zX+G02Tsjm85GaT479EkSyiaMXFbppfhiksGrBgebjdbm161qJKEcPl36GdI6Oeu2e8yDfDfz6GswqonIRCk+O/RJkmr2iqcduSPcn7ww/fFLKlA7y9c0VqADwkoeK92CFAINqHQKozAueAiBMEyGdo4rqROShXd8gpYb7oJkFqIItADLAkSssDdie1WHlCYIcBI5gnIPiSuup8iXJhyz6d0/TeaGOwHqLcoS59pbcRa2EFQK6MDHVxEnM2mGVjSRKQucSkhCm/HYLYmwwHIVrjtMEFYJIw/TcFBKQ1MWRgJ1JodSimp7At8CpWK1P2U7qBEvXAE518DwXMSCJSMDRSZTuJufnvP914U8/mP3M/jY/XPe51xwNDo46zbNLSt5y42fxXKyJFsWIbQczTfbGDiiG9dooi86jUIR+VWSbYsxk9kJRrxRfoDiMw+8KtcxGyq1fvYc/u6E15zEzCqNzyQ3z7gewBU+17pryUVZfBGQMBxsNTEECCQC6JHTNE69BghEwDr/MjqjdlwxvYRAVmc4lj43q7SLBU8EXOuupSnK4Yrpf7ybVIZ9mQsf4yWV+hDO9L/AKgzw8mfjiS0hx2qgAWklMNNNDOzcQOXU3tHXF77tk7Rd+XYiv4ZWsUiSDvzYg1BQn6WvV4CMmwAKQxfTTJDJLor9Bseh6a6PkrnxnUTVElGliKpVCIMatUWtaNPAyraA76GrFcyhAilXEjgSPykRWteX+HS+DVUVV5eUi/8/e+8dJtdd3/u/vt9zzvS2RasuWcVNbtgxNi5gwMahGIKBPIFLCb7kB7mhhBoefkl4cnOTG5KbhPxyU2gBB0wJINsybjKWbRnZlossuduSLGkl7Wr7Tp9Tv9/fH2dn62yT1lbxvPY5j7Q7s2fOmZ35zPu8v5/SHap8ISe285SSSlsMLyJCNegH4eZ5oDVaaNzoyAdNfy+6VkXXqoDGP7xvTmr6RCGVWsqlb/gi0ogRSbaiRbgwV/8ykBhIYiLOEmMF9Q9YrVRYdXqK40mP/8zdikJRNMoMMghChKmcI5sQ0K97uSvz4HE7zkAofpTaiC98yrLacLOFQ0lW+FXy18flGOvPZSACyka14eZIl2GjyN25h4/58U6pQB0M98+Yi+pXi9gDh9G+G04+iSUxE2n8WoHDv/4Peh76+eh9I7nFtJ59BV6lEAY1GMkgAVx3NN92bHpJGBQC5aG1QqkAaUUx7QCZzmFk2zDalpD6rTcTlAsTsgr8jtZwgdMPGwCZuUVIDNIyi6tsCHz8qIkWI/nKWodvrMDByi4Kz115FPKdeEENw9dEIkkikRROFJTQBE5twmPWB96GC5Ia11QE48YRCcOksvnkasm57vR3IqSBtCIji74Tra0wWJtoFBERIyGSo2PFvNprY9L4vclHKBlloirCMEMTbpNIlA74fuYX1OTx7b3xSGwHQzJPXE1d2IcwX/y2+D2U5PRdE19ptiS3U5IVYqpxm4OUSvCz7B3UjGN/Lk8p66P20i5y7/RDRTlN0xylfOzeAxz+/jcwYykCt4abn9pAqfXsNwJhMyOZzITDLxnRz3VVO5LlNzpMlokN+r2oQTS7mKWf+Ru01shECmFYqFplZOYhaCkI2rJhkAZ0ECDjCeJmLtyJ1gSBS2AqalIT9QSBGlvslFYUaYZNmpTyse08z2z+Z3S1EhZ1nPs5zgnOnOo3ah1WHRomEU+zb4WPPjTykRNPEPR14e1duEnMrzTRaJb2trOw7QLpRWvDEWqBRljGhPxJARiYBARkZStuRDL44rajykY5GfGkxw9zm/j04IcZkgWGGaaFFgICDORxV9N16qr6j4ufoDapfYCpDXwRcHvy+GalhM/lrXx66MPYTPT6LW3iCJc701uBOVbuzsAppai1a1PadgdGMt3YqzYMZCxBfssv8YoD1PoONAzSALH2lWghsJatxkxlEY5LmDygR3OzJzN+sKqbjqEtiaUkQaU0miIo40mspaeNTv/QpokWk+Ko1kTM+MQEbRVQiYZd6cSkP5swww+RSCJLsfsFCkeep1jopFg8xJHVESqGQ8SfusKvfR/LA8+EQys1Wo5cH5yEajqRaB+dbxkW++hRu2r830oDEoFCETFiKN+l9+lXfzHqeNJIVRsYJ4yarjOdqj4R1HSd6VR1XU1X5cxteufKKRWoAUoP3UnpobuQiRQylUVE44hoHGMk1Sq/+WfUnpl97p9WPmZrB34dXtYAACAASURBVBBOTpFegLDdUfuj7krrME8OXwT4QhFYBl4qClIQHbaRwTi7IfDRSiGkgdWxfOSH4WrepGaqIwF54s98ETBcOQyEqWZCSAQCMxLHimcodD3P3vu/NeG3lPJ4Ylk3lYhDJDCJBAaGkliBQcSXuNJnx3kebkSE/vdJqKYhvFKqZ7eM/9hTvjMuWNfH8ohwko9W7L3jH3GLjbMpTlXqqjqp4gQEDDOMicGgHjgh1HSduqqOMhYETxQ1XaeuquN6XIuDCWp6YTilrI86xQduofLUNpKveyPRVaejlcLe/zzVpx5ClWZo1jMO2x4O38zjLomlF6B9G20ZYFlh7wpfE913CLs9iYyaSC/AbU1h2C6GkHjuWCm5WXHIBjlkAIEZpxDNhCXiro82Zeh7j5SnV70iaTM1pqqlQFdKuEGN/tI+YlaKWCSLNCz6dz9E3/P3UemfmmNrPrkL+01X8ojupN1Js6yYJhaYeEZAd7JAX8ZBZNYRyVdJ6DjpoBWvcx+xc69laP/juJXhY/lTvGqUSt2owEdKE9+pYkbiYUaNHpv0LqSJEBIvqKGcGodevo9q/4F5PU5bei3L219HxEpSqfVzsP9xKvbRT/apc1nldVxWu3Da2w0zQuC7+MLnpuxtDJkzD4CYjXuTj/Cx/O+EqloOkVDRE0pN13kktoOPlt9PUiWoSZuUTnJz4q4TQk3X2ZLczsfy7yWmItjSJaUS/GfulgVT03CKBmoIFxaL9x/95bvfkkWjp5T0Cq0Rro/wFKYZwzECosUaqZHJKU4uwXAmiSQsSrFrw0gMloplJOw4IjBH95tVK6iIAod6h3BWhsU0UhoEhUEcVSYgCBd4xEjOdDF8DI2i5hXxIoLC09vo2fqjac/DuvcBvDddiTYNhowqA7GJi2ZaCaRjc3pXjEViNdg+ftvptLWfyYqL30f/S7/h4PafjtoKJypKeRw8+BtOW3M1bnUIM7J8wu1aKdAeGkElfxDLSnLw5S1z3n8i2sqV5/4RueQKhJAoFSCk5Lw17+VA73ae2PPjWQcIz0Rapbiu9GZKsvFgBSkkUgm0UPwwd2vD+8yH8V51WVTpp/+EUtN1xnvVnvZOKDVdZ7xXHWi14GoaTkHrY6EQ0Sh5rw8h5Ehp9IRbEQi8oIZn6Akl59oI/WspTOzaMIFns0KsIEEcnwAvsFEGBAYEQpMgyerhDGaxCtEIynfwC6FC6/O6wJBIaaL6jowuQCINzGQWd+gIfds2MhPy0GEiv7gFnUmjY7EJFouORqC1hWUHXNoHJYHQuINH8O0Sbq2AZ5dYdNabOO3K31+AZ/SV58D+LeSH92EIE88uIqQ56k8LaYCQVKv9WJE0e56/hVJhboN6o1aaqy/8KtnEcmy3SM3J43glbKeA7ZZYs+RyLjtr7kMRGnF/ajs95gCOcCgYpambWUaj2Zi5h7yxMBkqda+6Lcjx0+ztJ5yarlP3qhepthPGm55M3atuD1oW1Juu0xzFNYn62JzIirWYy1Zi14YwZQRTRkYCsAQBVXeY4WoXWAbpg8PErHQ4BSYSpdSRoFbswa4NkyFLVuTGGuCMLHIJGVY4aqWIyCiqVKDc+UzYczoWQ1gWQcyiPHAAefAw0WgaYZhIM4KUJoVnH6R78/enjLbSQkAyCVIiRgK7sedlRFcXev16dGsOLBNiMUStxtInuji9O0mgQ483GJ7o1yrPJdWxjvzBp/Bqc58eXp/7+GpmUxiGxaGDv0EIg3RyKaAxIrHwg0652HaeSqmHF3bdRFfnzGXo49mw6h0saz0P22t8/n5g05peTe/wi1SdoYb3mQ0lFCVZ5YraRdgNAqaFhdSCbyz6DrZ0G+zh6B6zKm1Od0/jH9q/jy/mNs9yoZltVJUWmrwscI53Jt/MffeEHNarhKIsq5zpruHv27+PN26Yw0KM4hJrzr52bk1wXyNEY1kcu4C1dDUdH/8aQSV8cxrCwpAWGo0X2IAOO6l172fgR39POrsSK5LCcysk/tsnkakM2rE5TazBwEQx0ToQhoHXewgQGEaUyuABnrnjr8PMlOWrIRJBF/PovrBCzEy3EskuQmuF038I5U78xNapNPqqq9BXXw2JeJj10tmJ3Hw37NiBACKxLPaiNDqdgloN83APF33wHwh8J1y8lHJMtY/Dimfo3/0QnQ9Pb7GE52SRPucyWl7/25jZdkDjl/IMP76Z0rMPof2FCTDTUf/bAUhpkc2uQkoLIxLH92u4TplycX5VYkJIrr/8mygdhAuW0xCLpDk8sJOHn//OUR+/pU3+8/DfYmpjSjBuUy38Mn0XP2hZ2GwcqSWLghZ6zWP32Y+W8X+36RBasEi10WcsbHvZhWS653Iu5zcbp6xHfax4Rzqx979AdO0GVLlAoD2CcepQmBZCGhQfCP3C8ZfR3pZf0Pa7f0Tg+Vg6gs/EN7gwTIJKATUyTUYJm0R2aXhjEKAOTl0U9EtD+KXGak23t6O+/BXI5aBahcKI8lu6FPXJTyEe3Q4/+AGC0AqpE8l0hGPE1FgOdyMCzyG16LTpnyzCznLL3v/HxJatQ7k2wciAXRmNs+jqD5E553K6f/mPKGfmydkLhVIew8PH3jwpZqUxjciMI7IAPN+mJbX6mB7LEz435m7hs0MfmZCXW890uCWz8FV4SqjjGqTnihb6hA7S8Mo+l02PegaGbv42budLGMkMMplGWBFEJIZMZRBWhMFbvoN7aO+U37N3P8XwnTchY/GRknUx0kskbOivqiX8wbH8bYEIF7uOAg2oT38G0iP9Pbxxl4XVKuTz6EvfECrtySjFHGazhB0FZ5m63f7WDxJbto6gUpjQuEh7DkE5T3TxKhZd+9G5ntYJg9KKuXQnEojpZ0bOg/tTU/NyM0GK23MPLpg33eTko6moZ0C7NgM//keiq88kefFbMBctI0YcMdCF27WPSMXFHilBJpXGPO8iRK4VXa1Qe+FpnH//Uxa9++ukW1YSoAhqFVRpGOVMqrSKJhg6tOvoDvKMM2HJEijO4B9XKui3vwP98I4JP3YqQ/hOebSyUUejqNSIv+15iFIJESgMM8rwwaem3b2RSJPZ8AaCaabnQDgBPLX+IoZblxJdchpWy2KU71DrfBGnZ/+8T3sywrDIrjwfK9WC1opy38sUu1+k8ViHmTEiCdpWXkg0vQjl25REhZgRIwimXyAyzTjdPUffxrXOZFUdqmmfTS1bYebxlU1OYZqBeg44nS8R1VGWX/VxjGgc0ZKFlnXoc67Gdyoc9jtxX3d26AuPFMDwrvcR7H2Rzi0/4ezLPoFbK9IwaIyo7SMvzj1VbDz64osbVklOwPMglUKvWgkvjsuL1oojT9/Nyss/hNeWQsdjo/vSWsPSxcihPKpQY3Dv9I1lEqedw0jZ5kxHioynWf3Jb4T2hxi50rg8wB3spudX38YbblwlOhuta17P6ss/EuZOUy/zD/AqBV7e+h3KfVOtpOlYcf51LD/3HQhphFcbQlAx4gidxNh3AOFNjZZhVpDm5SPHHqghVNUfz19PTEVIqDgbs5spmOVmoH4N07Q+5kBm5bmsvfaPENIIm+1X83jVPH6tiNGxlLXr3ka8rNClArpYQBfy6FIRY/1Z2O+7jr7Ox4gkslM6tEkjQiSe5ciL91Hqm2qhzAWdToE/h3ew1ujo1J4Dg4d2UlmUhEQCggDh++EWBKA0ur2NgVrnjIUvIhKbtr1sHTPThpnKoAOfoFokqOQJysME1SJW6xJWfOirmJn5jy9rXXMJa6/6A9AK3w7/Nm41j1crYcSSnPn2L5Fsn5t3vPqiD7DygvcQuDZerYhbK+BW81RKR3CMAP+MdeGUl/HnZUSJRtLs2reRcm1hxnPVVXVapfCF/4p4001OLpqBejaEZNVVv4/yHdTkFJtYHJ1MoJTP0qBjimDWpSJy8RI65SEOPLkRBFjRFGYshRVLo3XAvsd+QucTP2cyYpbAN3q/gQGYy0Rsw0CUpnqc2QvfgueW8EqDSCFDJTmyoXzsgcOYy08j0r5s2l0HlSJ6Bn9WGCZmpi0cheVPTa1StTIylqT18vfMfh7jkIbFaVd8hMCtohqkAQZuuHC5+rIPT7ltMrF0B0s3XINba3wuhcIBarpKsKSdqJUKt0ga16/yyPPfZffhhQ2m96e2M2AOsSmzZVZv2tIWkTlsQh+nSQBNjpmm9TELmRUbMKMpfHvqm0VkW8ISZRQRLOLEqTGW1WBZSeJksa7/NHqgj4PD/fDs4/iH9uKVhyn1vzyh4q81s5bTV13D8o6LEMLA8Uq8fOg+9nU9iOM29n/F9u3ot10780nEYtDfh+ieOGJLGBaZC96MXyvjBz5OeQDDio9U3vkoL/RkjUSWzAVXMbDlpw13Xz3wXNiJb5quhUZirOn9dNPZg2qJ9FmXMPDAz1H23AoacqsuQBoWnje9d+w7FRJtq4jnllHLd097v8WnvwltGIiWVkQuF56L1uhSEV0YRjsO5VI3thXnwAvfxtAC2y0yWJq7rTIfPOHz1cV/z5Axc1rXUrWEv6p9HVPP/FaWSG637uK/ojMXSDU5MWkG6lmI5ZaGvY0bIGKxcPzVCFEdoSbCQJ1MLg7HUekwtSioFJHxJPKKq2DwTIZv+vsJQXr9yms4//QPABrHLaHRSGlx9tp3s27lW3lwx99TrEwNNKKrC555Bs47dywtbzyGAdEo4uabp+QumOkWpGGMKk+0JnCnljArzya+bP20z5H2HIYfu5vWy3+HoFqY4lXLaBj8veJAuPDacCcKrRVWrmPOi4vJttWzWi7hvjXxlpkDdWb1+ejFi0KLPlCjdpJIZxDpDKqvJwzaQNHvpzrDvhaKbmt2K+WI6KFf9NNKG1XRuPwcDTkyPGHuXOAjbPJq0bQ+ZkFrPXPigJj6/1ishVgsh1LBuMtojXYdgnIBo20xre//H6O/1tG6gQvO+F0cr4I9EqQhzAW2nQKmEeWNF30BQzaeQiL/43uwZw9kMpBKhVaIZYXfJ5OIn/8cuWtqVonWeqQjySwIMWuvj+FH76Tw1AMY8TQykUEYVlhJmUiHVZZOBb8wlzzYuWdpjI1Cm8NeZ1joNKIJImvOCvflBxM/aIIAlEIuXhJWc86yr1cdAT+LbCSCNe1TlyHFC3I3LxuvjPpv8srTVNSzUO0/MK3/qqsVRCY7erlfb3CeiLeh6haAkGjPC1XaCKpcJLJiLdaS1Xg9nZx12jsJlD/t47hehVgkw7KOizjUM3U2nrBt5De/CWdvQF1zDSxfDr6P2L4d8eBWRE/j+Xd+aRDlVBGm1dA7riOtSGhvzITWDGz5CaXnHiF74VuIrzwTAPvgi/jVIrkL3jzz749YDe7g3CegJ3tLpFQinIsICC2nfKBoABHD6p++a2L29EtRysPQjSd1hJdFGtnajurrxy41bou6KHs6LalVAAyXD9JfmH3G40Kwy3iaHtFDq26jyiRVrUPb45eRY2/k1OT40QzUs1Dp3YtT7CeSaiGY3FejkEdkshgY2Dg4wsE0w8v8etAVUqIGp1YUCiGIb/gt5OAQ7bn12NN40HUC5bNm2RsbBmoAoRQ89yzGc/OYcagU+R330nbl9QT+NIFsJIAWn55b6pnTs5++uyZaFzKWJHveGxGGiQ4aZ6gY8RSFJ++b15Tv7KESi+0snpXB9DRCTRWVTlzS0eWxp2xPW7fSuuGNuNVhLCsZqupGijlQiGSaI7t/iZ5USt6eWc+lZ91AMtY2ugistaJiD/LoSz9goHB0GT1zZkRVf975NNWJ7bibavoUoWl9zIHO+78HGoxYauINroMsVtCGpNsKL+vlOM9UGEY4LLY0NQjrQGEks1hmfE4tRJX2iUbSx3YiDSjsvA+ntxMjmZ3i9wozghFPMfjgzfjFoy+NVXaFvnt+hIwlp6S3IQRGMouX72No++3z2u8OHmft/QfwDU0tqnCFT/3Lw6ca15hugHjoYbpE17T7MWMplOdil/pGmmVNiugi/FuqwKP35YkfWO2Z9bzlgi8Si2RGO+vVnDy2WyQWyfCW879Ie3Z6f3+hqKvqBImxHzbV9ClDM1DPgWp/J7t/9XfUBg9jxjOY8TRmLI0Zz1DZ9zR7Hv4BjuEiUml0PCwbF1KiCnnUkcMNFZowJEFxGNevjKiwmb1WQ1rUnIVv4q89h+5f/APF5x5GxpLIeAojkcaIp9GBT+/mG8nvOPbUs/IL2+nZ9G8op4ZMpDESaWQ8jRFPUd6zg8M//ds5Z3vUUUKxpecm3nDnIPGihx8zceMGbtzAixtkj1S5fFM/d1b+a8b9eNUiwrBwq3lq+SPhwF8ZlvsLaSCEgVcrYZf78SoTrzwuPesGlA7w/Kk9TDy/htIBl555w7zO66ho4FU31fSpQ7N73iRm63QVa11OvHUFALWBg9j5EU/VMDDWnYlI51j02x8Fz0M706eNGckMvd/9S/yBbq543efoaDkLx2ucugYQi2R49Nnv0NX35NGdGLOfm4yniK88E2lG8MvD1A7tnj5L4xiIrTgdK9OODjxqh/eMNnA6GqSW/I36BhGiDC8yKGdNhNak+206ijGe4zn+1fiXGffRctYVLH/zR/HrJfACDCuBNEzQGt+tYsSS5Pc8xuEt3x/9vfbset56wZex3SISyWpjLXKS9tGAsgw6nh8gVgobLe0MHufH7vcaHssl1fP50/4/xGBiD3QpjAm9RBSKf2y7kefSB/h87E+JEgUNpxc6WDYQIeZKBODKIBw8AVR0mRJjV3cFWeKG5V/Dlce3behCdJc7kWl2zzsO2ENd2EMNLqODgGD38wAUAknLuz5G4LoNA52RymLvew5/IEzxenH/HSxu3TDSN3mqhxu1UlTtQY70P72wJzMJVStT2b1j9jseI/bhPdgszEKbEoqNYiM36BtID1ZI9o+tIwjibJKbZt1H4eUnWHzpezFiSQK7AhoCt1rvIB4OD9aagV0TryxakitHm1opFK52iIk4waRF4QBBMe7hFgtkRJbng+n/ji9EX0YR9on2xtWMS2mMLlAbGKRVgmdiLzGki5R1CYHApsa+uE8uupKYK3FkQMUMPX8Tgz41MJrn36LSvBTdf9yDdJO50bQ+XgGqu7ZReugujGQKmcyEC3JCImMJjFQWt3s/Q7d8d/T+g4WXeeK5H2CZcWKRDHJktp9pxEa9z9/s/CeUbjZ7aMQT4nGKFInqMf87TZpneZbDYvYpLspz2H/bPxK4NcxEBmlFQUiEYWEms0jTonPzt7AHG+1rzLIa1DMPyY0SI6+HeSp4Ytr7lIwKGzP3kFaJkb4xU7esSnJX6kEGzTwaxR3eRiwRpm4OWxUGkzZKgCvDYRCGMLCFHeb4i/p8IslNudtmfW6anBg0FfUMSCNCe8cGrEgK36sy2PcCfgMvshHFB27B3vMUyde/ldi6cxHSwOvrovzoPdR2PxVW8o3jYO+jDJUOsHb5VaxaeimWEaNqD7Hn4L0c6n0Mf4bOba916qr6E/wBtZH0NIGYk5qu4wwfYc9Pv07ujDfQdv5bsRI5As+mf+dmhp57EK80NQd8uHwQPW4ghK1tbF0bVdUSiUAitKS1ZJFTcR7yd3E5bwTgLHctMR1Fo+n09472La+YNlEdoz0wCIQmIKA8MkvR0BKF5ufZu0Yf95lgF0N6kDQZbFFjf6qPiAOLimPphoNq7EMkq1I8Fn+afZG5jSJrcvxpetSTCP2kImvPfBennfHbobqtD7jVmkP7t7L7uY1TUrROBk5lL1Bqyd/yf7CUSYTInLzpheCdr/9LEtFWXD8MpDERY7lcRaCDsL+GaWE5mgue8ABNvx7rELjUX0SEKFordH/PhCrXbJAmq9JoNFVR44B1GKUCWoMMd6S28u9tE8v5zzcu4qORT1LSoQctleCa/WsxtElN1jisDgLhpJQWleFzS//qhAnUp/LrEhbm/JrWRwPOufBjrD/7PQSBh+uUcJwirlPC86qsXnc1r7vkf8y5aVKTVwclFLdatxMjNm81fSw8+uKNIAQRM0yLq6tqKQwcS6GB1S85aKHp5QiFcV/d8ghKK6q1AYbEMENGYXQ7aHXj46PQ9IlQzTdS03XqqjpGPHw+pObFtgFMJZtq+hSgGW0mkWtdx7LVl2PbhSmqWWuFbedpX3Iui5dddJyOsMl0PGnsIk9+zt70QjBY2sf9u/6BijNELJIhFs1SsmyUZSAcj6XPDtBSkgT4lPXExl5lWcMXHrIy1U4LhKIgyygCyiJMW8yq1Kg3PZnJXjXAcDagYlRHFyGFFsimN31SclJ51BrgjDNQb70aTh8pIti9G7llC+zdO5euFbOyYs2bRgpQpneEgsBj5XnvwVu7itTZlyCtKF6+n/yTW6jseXLGcuwmrxxKKP5V/gtlpk9zbMT17X/ImtjZs96vEpT43pG/IJjUwX+wtI+7Hv86bZm1tKRWAvA2582sri6hompI0YKUsNKcWPiS9mJIoWlJraFVaIZb4MiysVfe8yOvaM05BIHHgBZEIlfyh7ye2498i8O13RP2N8GrpgZS8oPsL/nA4NU4uE01fRJz0ihqLSX6E59AfeGLcP75jC6BX/A61Je+jP7Y76PlsZ9OrnU9XoMOcuOppA3cSy8k9/rfRlpRtFJE2pay+O03sPKjfx5W+TU5LhwShxgW8ysM6nJeJioT+MqbdouIOEN+z5QgPZ7B4j72dm9lb/dW7hz+EQYSQ5gMyEEEEg3okS+0JkChlE8gFEJDogqBAUJrpAKtFEoHSF9jKkGePB4elozQ70ydpj5eVSdFioNqPz9J3DoygzHaVNMnMSdPoL7+evQll0KpFG6+H24j3+srrkBfd92xP5AQzKSm/VSc2vqliECFg1x9D1SAcmrhtJJcB8ve//m5td9sckKwq/wgjqqGRSXTfGkUD+bn7nt3qn3sUy+RlTluCm6kpitIPfaaMLVBV3wQLTTliItEYNo+qeGAwAizs33hEeCHFpyGPnOQiIzx2NBdOKqxmKir6qiIcYd3M570+GHuVhYHbU01fRJzUlgfOpFAv/XqcIBro4Y5WofB+tpr0Zs3I5y5N/aZTCl/kHRuNZ7b+PLZXtEGCPTkaS8jBNUikbYlJFZvoHpg9gZJRscyjEVLwgq4wwdQxYUvE28yM6522Fa4nbfk3o/fYFJMwkizz36WXm9uQe7C2gayKsVAdQ+2uQTLq7I38gwXRS8b1eMGEs+vMRQx6bAzKBGq6I4eRSVnotBIJGUqYAThh4gEX/vsyt8/7WNrFJu8/+Iy8yr2qbCoaEtyO28vv5Ef5V6dBdbZuLh2Lik11pPEdBP43tQPnoIsszP+/Kt5aCcsJ0Wg5vzzQcoJ6UtTCIKwSf6558GO6QsKZuPQ/q2c+1uNezMo08DPJJABVKtTO+KNojWZC940Y6A2V6whed2HMJatAhVeFCMk3u5nqNz+U1Rhhv03WXB2lR/kyux1mMLC1xODtUDMS01/PP9ezrFPpyrD3Pcz+DhIibFUIFUUJSFeUeTcNroX+cR9i0CE6XwZW5PLC/I5MAOLpE6EbbJFQEwmeGToV9Oq6TrPB09PqH70pMfnl/zv2drJvGp8auiDrPaWYYtQ7EwujweI6xgvRl7ms81ADZwk1odOp8MgPBtShvc9Bob6X6S/52misRyTX9naMhFIAr+G60w/x075Hma6ddrbzVXryXziyxiLl4dTQyoldKWMrpSwzjiP7Ke+hsxO//tNFp66qo7K+ISfz1dNA9yU/RU16ZCXJfLGyCYK1KqDKAMQmmjV45mlA+zPDuGLAI8RrxrBop4ALcDDwxc+Gs2QUZhVTc/ICRKkAW7KbsIR7thzY457nowSeVnCEQ435X51vA/1hGFOgbqlJcO//dPXJvzsS5/7KFdc9rpX5KAmI2q1mdV0HaUR9twqB6dH8/Rj36HrwINEoimisSzRWC7810zg+zalwmFm8rGFYU47GxApSX/wUxAodHVStzit0eUiIpkmed2HjvE8msyXXeUH8bSDOS7Fbb5qGuDx+DMctnpI6cSEn9fKAygColWFI30OtpZw4wb7jE6kENjSBTR4LqlCgG8ohBYEKBwz4PHh6b3pk4ltyR0MGnniKtbw9qSO02X28Vj8le1tczIxq/WRTiX4sz/5f4jFxvooXHDeGbS1ZnnokanjnV4Rnn029KGna+oOoTWiNTw3yySSGTAyraQuuprounMpmBZDw3uwDh3BGi7jOSX6e56m/f1/RKR1CcqZ4Q0jJaVntzW8yVq/AZFMocvTK3JdKWGdeR4y09L0rF9FJnvVR6OmARDw/dxGvt7/6fDzfETNauVTHeqi3VvGo6sGESOLl98yv8U/FP+CFjsc9ZUmRtrRPHVRDMsPc6rX2Sv4vec/g6k+Qz6t8E3wtItiomVQEVU+FPvYCaWgJxMIxQ9yG/ny4CdGpyKNoiGqLb7fshEtmkXTdWZV1IFSfP2v/o1KZWQitWHw1S/ewJHeAa68/MJX/AABRD6P2PFEOANwOtJpxPZHEKXpA+BMJDdcyvJP/hXpS6/FSOWQ0TiRVeuRb7yKyoVncrj7UezaEMPbb0eY1rRZHTKWRFXLVPY+1fB287QzZq9q1BqUwlyx5qjOpcnRM6aqI0elputMp6plzWZYDDHQronLJI9W7uVpnuZFcw+mEqEe0YJEFVoHNL4FgQXLDisinggVthEWrggtkNoY3WIqRkmUT+ggXWc6Vd1U042ZVVFXqxM/8d5x7RUc6Ozixz+7iw9cfw1LOtr45a33TriPFUki5cKuU+pf3IbbsRR12mqwbahndsRiEI0iX95H5NY7EbH55zBHVq6n7d1/gLKrKMdG1FW7XUMD8dVnseR9n2Holu/gH95P8YktZF//NrRWqFqFcPyLiRFNoJwaA7f/BxErAQ1m0ZrRZDhYYBbPXUgDK5Y6qvOZaZ/RBdzficZCnd/26hZ+zaanqQAAIABJREFUO/NBnrefIG8UiRpHt8+bOu7m/+3+BFXhjAbPhErw3faNnCPfjSZgp/8o0XiWbxk/5fWVDUQCk8AIEAhWHtQMtoPQ0HLEQRCnFFfh4iI+So5T00qA0Hwv9ROi5snxN76p424+3/NhHHykNEBDjBg/Wnw3kfgMouwkYz6vy+l6gsw7mp6xfhWb7tjK0HCBzfc+zKf++/unBGrPnd+kjjlhg/4/34BLLkW//e3Q0QFo6OlFbL4b/dhjuP7RNUpqufRtKM9Fec6Evr91VHGIyIp16FwOt6eT/gd/TvnA0+QuvpbEaecCGuXaDG2/g8Ku+2duhH9oD9bFV6CDxoNsx9DYXS8TLGCzmlOt+U3aaGFxZOXo95aVnPa1d9DeHQa/2Omz7nfI7qI31sn9g7/A8Y7++XrI2M5B8+0s9tspyypxFWVQDnObeTsJey2udmhXbUAbrqXY2XaQSwbW4gofS0SIuZrcgE+sorACjScDnJhEo/G1N2GVJIrJAeMQj/nbmKEm56hZKleSky2z3s/XPnuDF8Kinlm433qQj8i3k1YpKlRJqjiHjSM8ZDyCtk8d2+O4DA443NXHsqWLADjrjDX09B79LL35IjwP8dA29EPbIDLSwtF1j+lKz8y2E116GkFl5uGyAKnzrmCopxOA2sEXqR18EaSBNC2UO7c2pM7zO0m+58NgmmHBTgNEPElw5BBB7/Rz/prAuvh5XNd6A44OF5AbpXkBRESMG3v+GikkH1z0eRw9898qJuPcNvAf9M3Xm57MJK86pqL8a+tP0AKWWquJyyTrY+eN3r0vF6VkQ9Sx8AxACNYcECjXx1AmL6d6aBPLUDqYGAjDUev8e+S7k49gwbg68k4utN6Aw/SL9QYmnnb5y/KXcJm9lqHuVX9l6JNURLXpTc/AvNPzbr/rQS563dn86ze/xvt+56385BdTO3m90ghAuG64HeO+jFQWrWZTt6ADH7OlY+oNKphzkAbAdajc8V/IRCoM1pMQ0RhIqPzqJ3Pf52uU5yuPUlVFPOVQC8rUVDn8d9ymtabbeZku92UOOXvodvejtZpyv/rmKYdyUOD56uMLcox1r3pR0MqwWeQ3ycdRKB4ub0ajwmMe2Yb1IPs6yhhq3KK572FogS8DjsSGqYkak+NYFItO4xA75c4FOeZGbHU34+FSUeVpN4Vim3vvnIJ0nW3JHQyZBRYFrU1vegbmHKg/+6VvAFCt2fz5X/4rn/7C3/Cpz/4VAwNTO3mdTCjXCTNGZkMaKHthUqOcHdsob/ohwrIQ6czIlkWkMmjPpXjjP+Ef3r8gj3Uq42qHhwp3TMl9Ho8hDO4v3Dz6/QP5mzHE9BeSUZngN/lf4emjr26dwIiqNjH4fm4jgQjTTHdUH8DVLsb4i1oBezI92DGNVgGucjCUwNSSztQgKZHifuMBNBpZD9avgpoGOKQOsMd/gaRINbzdILya+Y23ZV77DYTih+23h89PU01Py8lRmfgK4g10oaolhBVBe+70dxRQef7RBXtc54ltOE8/TnTDhWF1YhDg7d+Nt/e5ueWMNwFgZ3krV2TfhSksFBOft5hM0uce4oD9wujP9tnP0e910Wouxp6Uk2wKC1fXeKrSOLVyPlx82u+xJDfSkU/DA4fKZFa8g9+R72aFdRoSg2gtQks1SuDUGJ+Xv3+Zx5kHIhRVgbhOU2g1kPEcOQxaxBAF6ZLWqZE2T+Ch+LL+ExyvRp9zcHQ/AT7fif8nncbC9Pe4x7mVTye/1rCEIC6TbHXu5uN913G+feas+8obJf58yT/jSo+H00/xzdYbm2p6Bl7zgRqtyT9yJ21v+28EXuP2pDKeICgXqO17ZmEf23Vwdm2HXdsXdr+vIeqq+s2591HTExcSJ6vpOg/kb+Z3F312ys+jMsGW4Z8viJq2vRKtyVXYXrj2sWd9QIwcAjDNOAYm5YigpSZGFP5Y9Btu0VR7FLriU9M1amaUmIhTpEBcJMgbedJBCj1i/HkExGUS4Qe0qhwAJiamNhgUC9eKoK6q1xlnUNFjBV3j1XSH8RZOd1YxbEy/5pNWKV6I7cUV4fstEIo7M1sX7DhPRU6KEvJXmvLOrZSffQQjnUVEx11GG0boYXsefb/456bSPUHZWd6Kp50JNkIjNV2nrqpjclxjoAVU0wC7ex7ADSoorfCVO7p5ymXI7wOtUVJR8AbDUW9aj24IwTMdvRAE9Bi9DOlBNJo++nBxGRBDeHhIwiZMnvDQKPJeH45wcYSLpU1ui95NWS5sBtY9zq1IMTG1NC6T/Mb9NRVd4pbsFsqyii8UtnSnbsIlwOc/Wm85KfK9TxSMlkXr/uJ4H8SJQG3PLvyhHqIdqzCybQgrLHgo7XyAgTtvxB/uO96HeMyYZoxgmq5/JzMBAUor1ideh6vChd2ojHP70I3k/YlDaQ0M1oh1+F6Ns6MXIgNNVFlkyPBMfhueX6ZVtNEq2lAEOLMsjFlYrBHrRn+nvmV1hrhrsip+JhFHE/escFCt1PjaJW21YjgBXl8XaWss7a2eufLj6rdZXElyc+oejlh9ZI2W8MOE0J5zhUtO53BwEEJS8QrUgrDYy9AGhjD4v/Fvj6rW6WijnWVi+ZTjn3I+IkeBPAWdZ7WxnsVyKR4uxsjXj+3v4uHiSg9Lm1xc3UBNTn3uMirJ3thB/rNl02igPlVfl3UW4vya1sc4Ki88jr9/Nx4+wjQJapUp08KbnJjsLG/lytx7MIWFKSLTqul2Ovhj80/wlU9rMYtBG3rEREh6V/Bm83IA4sS5I9jEnWrmysSVYjWfN7/aMKCLvCTntqF1K6aSPN3Rw4GWPBooUWRpv8JGUfQGyVrtKB0WuuTdXnY5j/DUoofD1yKCRyPP8AXvc6P7zosieVEgpqMgoOyNpcmmdZJN0bvmpKbfYbyHy+SV1GZMuwtL3f/c+wpVKhO86ro3XRk3ZuyW7BY+kL8WU5v4Ytz7R4d9uJtqev40rY8GKLtCUC40g/RJhKsdtld+TVQmpvWmAXo5wksqDOD9QQ9KarSEQdVPmTIVKtSo4eDwiPrNrI+7T+/lsD6IRlOZ9FXWJfJ+P4EETwZ0ZULfNmIm6SntoVLsISpilP08Go0hTALtc1fpZ/h4eMIHAVpoumQXz/IMaca6Q/bKvlBNuwUCHb5WDW3gi4C7I/c2PN7JbFVbcHGnHPv4L4DH1SNUR/5f96ozItcw06NkVPhl7h4ywcTy+YxKsjt2gKdjL83p2JqM0QzUTU4Znqo9gq/dadV0nTvUrUgMaqqCqx0UinIwlmaaIsUjahvDzG0h7rbgZsxpLk6rTh5LSfa15vGMcI3DEAY7O2/m15WNWCKCHlHVQshQTduPNNzX7XoTYpwUtYWDK1y0M5bHn9ZJ7ojcM2dv+pDu5CX1woQPgPHIkdySe4I7J/z8HudWTGGNetOTuSW7BU/4mHrkeWmq6WPihLA+zHQr2XOuJLF0HVopKp3PUnxxO4H9CpSiNzll8bTDbYPfo+jPHGA79X72qBdZJ09nyOvFEAZqJOsiDEyae4OwkCut01ym3sAGvQGJZLfYzTb5EHkxFthf0M/So7tpFx1UmZjyJ5BUvQJH2j3QoZoerhzmSOF5epAUg2HiMknZzxMVsVE13YguDvMsz3AO51KiRIoU2/SDXKI3AKFFMR81XecOdStnyq81vC1FikfVQwwxsQL5kDrARvuH7PIfa/h7dVX9oeF3MmQWm2r6GDnui4ltb3gPK971hySWn46RzGFl2kiddh4tF16DVxrCGZg6xPOV5FRe2DiVzw3C8+uzO6mo2dsB9NHLZfJNVKngjZvokibNI2obO/RjvCl4I1/yv8A5+hxyuoVW3coGvYFr1NUoFHvE3lF1OKQHeb18wxSvOk2KXwd3IlesRGuwjCiP7L2RstMPaEqqwHmx16O1wlYlbindOCUfvH5uge/QwxHeKK7Cx8fC4v/yT5zur2Wx6iBGlF9FN7PLml8aaZECa8Q6lonlo4uVEH5oWUT4gf/thh72IXUAb5oPFYB9kcO8t3A1WmjiKsrfdfyAXmtqy4nXwuvyWM/vuFofrRe/g/ZLr8OvlfGrRZRTRTnV8P+ew9JrbyC19oLjeYhNTlHqqjrFWKXdeDV9SXAJHw0+Qg2bgihSFVWqokpBFKhQ4frgeq5RV4/+bl1VJxjzZQ1MfHzu8+/m2UN3kY61j6rpOs87T1IMhskYObZUNk2rpuvUVfViFvOw3saQGOK/YjdjYR6Vmq5zh7p1gq0CoZp+rIGanit1Vb3MW9RU08fIcQvUMhIPg3S1BHqqgtCBj3IdOq764HE4uiYnMmmyLBMrp2xLWTbh+8Vi2Yz7qXvVJiYRESUnWniGp4maaT6qP4ovAqQ0iIgoERHFGpn8EghFmTLXB+8loiOj+5vsVSdJcF+wmSoVdvc8QMnuY2fnxEVOjeKeykb6/SPTetOTuV1vYoAB7iG0Z1409vCSsXde3vRkJnvV03nT8+WW7Ba6rb6mN32MHDePOr3+IoQ0YIaGSMqzsZI54svWU+ve+yoeXZMTmfdGfo+LzEundMET0kDHwteTxECj+J+1r4xmK0ymrqovjlyBlBaGFizNXcBnvItZ3rcIzxh7bQoECs1hZ2/YZlT4JHScC/T5PC7CYcrjvWoHFx+freo+ANygyqYn/xwvmGohPOc8wV73uVnVdJ0uDvN1/bUxO0LA3yb/vxltiLkw3quezpueLyWjwg0r/4yKcawj8l7bHDdFHWlZHI7WmgNWuu0VPpomJxPb/PsItE9VV6bdBLDTf3zaIF3nDnUrtqpgakFvZJgiRaTro1EE4zYNlIP8hPaiBiaL9KIJ+6ur6iTJUTVdp1GQrlNv1TpXJnvGjnBQ4tgqZ+uqOkt2QdR0nWaQPnaOW6BWnsNcroU0oINjUwpNTi32q73sV3un7eRW91p/7d8+67469X6e83ehtGIgHgZVNamDW/1VWgymZpO4k1RsXVUrglE1fTJxh7qVCNFj8qabLDzHzfqoHHyB9kvfPfOdhEAIqHbteXUOqslJw53eLXw6+pWGt6VEmh3+owzq/ln38+7o76GFxX7ZSc5aRkpnseISa9gi4kVAgBCCQPks1kvGflFDVES4QF7EAEPs4snRm34W/IhFomNWNd+IFXI115jvmrCwd559BvFafErf9C51iKIemxxyRPbwS3PjvB9zPId0JxuDn/KkWph+3E0WhuMWqO2efThD3URySwjscsP7mPE0xd2PE9SObmBtk1OXuqpeJddM6OQ2HzUN0C4Wcbq1gaquYCkDS6bAVFRjmmzZYKTzEWg5KaPDwBEuZ8oN3KcnZlp06v106qPrJ+5rjwvNi7G1HTZoApbrDlJ+nECM98wlUWXijaTTJXWSh8XDR/WYk9miNi/IfposHMc1Pa/7jm+jvBpmIjthqreQJmYqh5vvpW/rz47jETY5kbnTuwWDiZ3c5qOmATa7m3C0TVVXKFWOoIVGoehuc/BMhVCgtcbDRaFQWiG1wBMe3WY/3XTxFLsW7Jx6dDc7/McQCKpUqFKhM9pDQICHjyd8AqEpUyYvhqmIClWqOMLmVuNXC3YcTU4sjmtlopvv5cBP/5r2S99D9qxLRhSEQKuAoR33MPj4nShnYaaqNDkxEQgyZJAYFMg3LPaYjsmqer5qGqBbHeIl/1nOMM+h7JZQgYuUFoGh2LekxtreBIanEICBBCEYlgV6jUESIsEmvXFex9xGOzOtzUgELwbPcqH5eiwiaDS26VMxHRJ+hEAoJIKiKmBhEqBIkmKHfJIj8sicj6PJycVxLyH3S0P03Hsjfb/5OZFsuILuDB1B+zNMW2ly0mNicbm4kmvk28mIDGhwcNiq72Or2jLaDGg2xnvVKdI84T88ZzVdZ7O7iTPNcwGoVvpJZZaDBj9m0J+q4VcKI9WOAke4KKGIEWeQwXmp6eViJV82/wzF9CmpMRGnVS7Clh6tLBrN5AgSgkgpglZgKlinVuPjhWpfeDxjPDevc25ycnHCNGVSThW7rxO7r7MZpE9xIkT4jPw8HzA+RJQYJV2iRAmF4u3iXXzF+DOy5Oa0r7qqTosMiPmp6Tp1VZ0SaTy3ggpchDCQSJ5Uj2NTw5U+NWmPBs4I1rzVdJc+RLc+FDaBmuZrWA8SENBDf5giqAMCHWCbPoFWxDyBVBqNxsMLc7q1zyfcj3Gtd828z73JycEJE6ibvHb4Hfl+1or1FHR+wsRqH58CBXLk+O/yU3Pe353eLcREnF1qx7zVdJ3N7lhnumqlHykNglqZW+2f8IC+jyTJ0fsejZquc1twMxbWtLcnSfGM3olvKkqURz14QwkiKixx14Kx4hgRZnuUKPNB7wOsD9bN+5ianPgcd+ujyWuLGHEuE1dSYvpMnhIlVos1LGclXcw+mHW/2std3q08aTQOnGtiGzg7cfGs+8mbLjk7R8nNE1RL7K48SZfqZAvDvJm3YmAQEIyq6ZbECs7qeHPDfa1iNRmyo9/bfZ341ULY7jOQrBIr8PBRBPSJAbTQox8UP3K+xw3xLzIsA9IqzBVP1Uw04EuFoQU+PgYGJUphIyURLnq+3X8b/2K8POu5Njm5aAbqJq8qp4szkEKiGvR3GY9Eco44jy49twnad3q3EDWyDW+LyQQXp6/GDqZfmJZCEhFRsD0EgqBa5M7aLwAoUuQBfR9vFdfg4o2q6TZxGmcveStuUJsymTtHjjRpAqHQhmTRYAsREVp6ljZIk0IDLi69IrwKSJNmp3qcbg5zb20T18U/REmVSZEi5ZgEIiCQiog/thg5IMaKUkqUuSi4EKnlMVcpNjmxaFofTV5VosSmBLVGaDQJkZj9jnPgpeqTDHjd+NqjqkoNN43m0dKvecl9ikVyCbuDF+hSnaP72MI9KBRxYqPedH9lH4fyT4MG2y9N2Ab8I+D7KK0w8iWc8iClka8BBkZLwPtEf1hUM6Km7w5Cj/1J52FsqgzLAgIQWuAJH18EVKgQ0ZExNV1/zoRGIqYdYtDk5KUZqJu8qhSY2C9jJgb1/EqYEyRIkp6yxUmyPX8nMWKY2kDoielxpjIwAtheuJvN7ibKushm59YJ96mr6l562S866WAxGVo4cOg3WJgYwpiwKRQF8ljaIHlwEKEIC2pGtmpQgkBRUzUiKkKLauEl/3mElqTI0iLaeLy6lQhRqrqKJ32klpRUnmGRRwlFURQxR8fLGkR1FBeXiI6S1EmanDqINWdfO7d3zWuEaCyLYxdmv+NJyIlwbhLJ/zL+FhNrghocj0CSFEm+7v/JjF72eNpFB19N/C9QjT8GBNBqLcFA0msOcSjax+JqitOKreTcJDVVoU91c4+5haes5+jkwJR9nOedzef0F1hrL8MMBKaW2JaiFhf0dWgOLfUppcJBudkCLDvgsbY3iXQ8pBaYSuKJAC00BpJAaKRhha0SAF/7CGBfe5lFduhNmyJUxzIAqcKJ61KMFfn4+KMVi4aW5I0yw2YRjeZ/yr+gV/TO6fk7npwIr8tXkoU4v+Y1UpNXFYXiNnUzH5Y34I/0phuPQJARGbaqLXMO0gADuo9u3cViFlPVjXOwg0CzxFjBoFnknMElLKtkCNC4RkBP0I3Uguu99/Bm/0387+jfMSDHFP27am/jw7UPkBQJItoANAGKqCeIeKE10TZk8dJpLlFfcu4LBsHIqK20TOJpn2iQwNCSqulRky699LJcrgIjHGrraZeIMngh102yfzWWMvCkCucqigDDDUIbZKSuXRBWSGo0hpb4+HQbPUSI0sVhejnxg3STudG0Ppq86jyqH2GT2khSJMmQIUKUCBHSpEmR5jH1CLeoX8x7v3erO6aUlI9HKk3eKLK4lmZZOYsjA7QpKKtwircnPPKiQEan+YLz2VEv/VzvLD5S+wA1USWlk2ih0AK0gECEOc2ZisCXcO6eCK97zsK2fIpGhQEVBkstoGaGqYgJP8KwGqSqK+ECp9YE+EQCg30twziR/7+9M4+3q6oP/XetPZ353Cm5IQkESIBAIECYEwYBURDnaoUi7ROtONZaa8X2Va32PW0t1gc+tCraVnhFSxkUIjKDCUOZp5AEQubh3tzxzGcPa70/9rk3d05Cbkhys77ncz7J3XufNex1zu/8zm/9hojXm7ZjaUFESFxeIGQda+NsfVojtCTSEUILbB3XfHzD2UggYm+Q2+RtJlH/FMJo1IZ9wgP6d7wYPscSeS7HieORSF7Sb/CoeogNrN95A2PwBq+zSa3nEDl7lFbtaY8m3czKyitcUDoTLRQJ7SAigRVCm2gDYtlc1AVm6Bkco45mlbWa91cvISQiSy7O84GPI71BQa5F/CWQ9AXpCtihJkpqitXtDd/wPvI04cuIpAC0xlY2WLCdTpqiiISVAgGvtcapVDtSReb1TSOhHEoUqOgSdeGzVq+lhRZmyEOo4xMQ0C376beKKKFIk2YD61mFKXs1lTCC2rDP2E4nd6hbuYNbJ63Nu4PbuNr74qjjGZEhpRMcHRyJE0m0tECD0hF5MeDWJ5AIyrKEUIKzotPZKDayIJxPn+inXU9vFBHQaB2bHgYs4gpNsizwfIECgrBKEMUVaHroGYy0rFsRdggtOk8X3dR0lW3RJubqo1nfWqTuRAND4fWmLhZ2z2S72jKYI1sLTagCXrfWoSwoMTzzpNGmpybG9GGYUryuVrFJrSclhns9+IS8plaitSYkjIUtcVa8qPEATVmXqekaESEZnSFJAkVs6hgofgsQan+UMJSqoWILKNV32LcHtGoHh5qsExBg6R0mGktLiqqfDW3DK6GUMrGftKN26FNCCxBwo3XjKDOP0aanLkZQG6YUAsHdwW3DhFhaZHhdr+SW8BdoodFaoRt24UEfER0/u4mDTyxstosuSiI2ocjGZp1sfGQUalCrjvuFSMYFvLRW1EcE1/TQgyJiO9vptfrizhp9ZnWGOxJL6bX646AbYt1eC83PrX/HZUcB3ZzO8rj1JE9bz7CSV4dVUTfa9NTFCGrDAY+Dw+nWYr4kvsL3Ej/mM+6XSOkkrQ27s8Tit8EdrNIrWCvWEUpFpANCHWBpSTJ0yYUpUqHDYeEsWlULEsFj9hPUhc8T7jPkdIZe0Tus8spQrVog6XPL9FpFKmp0IYyQkA1soEQRS1sIBSfV5nNS7Rhm+dPpootH++7EaQjqlMzwfGU5j8pH6BG9JHRiUJu+070bgDvlnYNfSEabntoYQW04oEmS4nPul7nM+RNy5OnTvfTrPgId0MY0DhVzWKNWsUHFFVd+rW5ju1dAaoEb2qRCD1tbaDR1fASCGbqdnMoQ6jjx0Z2Je1Ao6tSJRISlh2vVlhJEUtNDN51uHz2il6RKjBqrT525/hxaoiZKjWyBCk1ZlPl48Q+5fNM51IMynkii0SwrLUUJxS+d/8LT7qA23SE7AVgr1rKSV8mSNdr0FMcIasMBzRXOVcyWh9Gv+6lTGzzeSw8VyqRFmj61w168Sq9gtf06/VaZhG6YFAQooRAIBJIyJQqqj2uqX8TWNhvsTfxT5gYkkl7di0ZjKyv23FAKJQU9iQoBAd9JXsvfNV0LAppVjoT2sLVNSiWZE84mqROsEWvZYnfGgSoCttqd9Ih+5gWH076mRM5q5vnK8sFiuk/bz9Ije7GENahND3CnvJMECaNNT3Gs5mlzv7GvB7E/YdsJorC+8wsPQCZjbu1yFsc7i5hjzyMl0vSqrl0OCd9TZunZnMzJzGUeKdJIIXm/+4cUdAEAIeRgnUEAX8eRj02ihUej+wdzR3frLt7tX9QQsnGUoK99alTpopNuuvCFT17l2WRtYrO1lW1WJw97yynLChmVRgNKKjrsXnoyNW6z7+BHzr+wRW5lu9XDg8ll9IsiM6N2XO3QY/XRHGbYIrbiy1hTD0RITfiUZBkE1PGZ6bfyZPpl7qn8J3Udby5qoel2i3SpTp50nh52T/pEH1ly/E7eQ6/o3dtLsFeYyp85mJz5mRDyEUzlcNY9mVurnM4fpq5iln344IZaRERNV/h15T94KXh6Jy28eabr6XyMjzOHOQ2tV8Sh1LaLth062AaAlBZKja6ekiHDjcENrFQvA9Csmvh/5Z+hhQAhqFEdM0tfRqVZYa/iu6nr9ngOp1dP5Cu9n6JfThxt2RI1cWP+l/wm88Cw4+Z9eeBiQsgNbwnNso1PZb9CghQlVRh2zsHlsvSfYlccnvMfn/S+2/Q0/oqvkiBBP8P7buUQMuSpUqEw4txwBKkhif/TOkUvvTSLVoBxiw2EIiSvsns8B4CMTg3biBwfTVOUm5Q+DVMHY6M27JRLkh8iKdKU9WhtMMCnqsq8P3lFnMJ0kvkQHyZJcsy8Hz41NJp22pETCkFNacjrS6JMqAPquk6VKrUhtu2hONqhR/bt6RQAKMryrpmIBHRbk9OnYepgNGrDhGRFnuOckyir8X+yh4QkRIoT3FN52l82aX3ndZ6FLKQwTnKmSlSiyZ6GQJAlS5EySZEkL5oHA15CHRKKkD9wP0bSSlPTFZ6uL2NdbSOHh4KyHB5qbinJtGqW2ZUW0qHHDMtGZa7k8aZXOSK1gIXWIhzhsF118nB0H89HT+NTx5Mp/sfh3yJpjZ1eVCpoeWomeakoqSI9/uiK4UILFJonk8/t4Z0zTDWMRm2YkHZrFkpHO9UGtdYcbh81qX3PYjYR4/cdNQoBCCRJUrSKacyUh5ISmYbjG6REhoSdY5Y9h7qqIrXFuYmLybYcjie8YUUMvMjmlK7DOarQTjJ0qcg6BVnkA6V38qPNX+d9xQsJCSnrMk2ihY84f8xfen9LnibqqkJ3fQtaa8phYdSzqAq8OKMTL7SoR2Nk99Oxl8ijySeNRm0YhRHUhgOaHn8bgfJJiwxNNA2Gg1tYeMLDt0IqsoaLyzQ5g5CAkirQ61boadZkyZJXORxls7DnUBKRg5ZQtwI2WBvPdCkrAAAgAElEQVRxRYKEk6Fm+Ry9NU9L2Wv4XNco6H5aaOWT7hcQCJZ3344Q43+kVs0us7qtBy8Q5KMslpZILcmqNM06z/Peq9zQdNNbePcMBwrG9GGYkI5oM1JIhBYTatVCCNaGq3fankAwxz2aJquNUIds8FdTUGO7lW1mExJrWPKjkWg0Zb8bL9GMLWxc7RIRERChZURIhK0lIREpkcYRDoEO0ALKOYvX7LXo/l7OL55GJkxStXy2i+0UZJEIxQwxC41GCAuk4PiuQ3gq1zWkf5jDXN5lX8ZmsYmi30XaaaYajY5OdGWC72ZuwGnt40PV93GMmI8A1rOBX7m380ziJSJT69AwBkZQGyakqPtZETzPcc7Jozw+BrBxiHTIy/4zE7Z1bGIRF+cuIyWzwzwgVtdf4O7+m0bZwftFPy/qF1jIieN6dUynnWZ7Gp0tgroEoSFVdUj5gFK4WKDi7Ha+FZGzWnDsBI7wEFqwyD4DK6do6YfQ0ihb0kwbkdZUqeIJj5AITyQQtqSl5tCu2wmcIfNXkovd97M9W2NbuAnpjs6J7UiPctRHX3kjH85+lEx+Lpsaft5CzOB89QE6gxLrtKkgbhiNMX0Ydspvq7dS1WXSIjPqnINLUqa4vXLTsMjAkZyUXMyHmq7GER5lVaSkCpRUgbIqcrR3Ile1XkNqjPZv5T+pUiHLaDe5GWImLfZ0erMK0FiRIlcEN9AoCVrG2e5UIwFSInJoEW3YwkXpiKaSjRdIfHycSIK00MQRiu1iBk00D8mWFwxm3LNChWpUp1FEcYRhpKirKvd238ymymqS1vC5uCLBS9sf5PPuX3GYOIKC7qdIgSIFCrpAs2jjs96XOFJOrp3fMDUwgtqwU3pVNz8sfodN0XoyMkdW5snJJjIySyQi/qP8Y54Pnhj39UmR5l35K6ioMr4eHqGl0ZRUgSarjXMy7x712m7RxT/yHTawjjw5msjT1HjknFa6cj7lZBzpl6gLpI4T+Qsa/w7YjAVoIUj5Eq0V6bqNowRKarSAwFZIDY5wUWgiIppFc6PsVRzcM5AtLxyhMAst0FLQGWxiXW0Fy7tvH1bXcECbPtVfiIs3zFVwgCoVQh1xpfOJwYAig2EAY/ow7BI9ajv/UvoH2uVM5thHYQlJd7Sd18MVg6HZ43FC8gwkVqOsFKChpZbk8L5mWmrJuP1EjXTLhTzE7fgMF+adopN/5B+YpWcxl3lIJCd6ZxK2zSCKQuzIwlFx0n4NCBHbjoUGLQVEjYMCtNJ4gU3ad1ACdBiSr9ogLZxQIhFoYROIEN1I1i+R8RyjiHISfHe0vbzfq/JQ320AFKM+yrJKa/NRsYauBC933MvbrJMpqvEj1GpUyZLjKDmfVWrFri2M4aDACGrDbtGhttDhb9mt1xzpHUek49BuoWFhxwxmlXJoNKGMhV57Oc3McpbPOZ/knxM/GBSSQ9ksNrOZzQCcl/4DtIaU8mLvCaWBAVW6kURuQGA3SsKCRguNF1kIDZ4P2aINGmqeJrI1ViRIShcXm5oVEBFiifgaqTSb2v04V3Tjy8lWktBSrNVrWFdbwRG5k3n7nE/gymSszWvQlmbetMWUmrLoDWVEGI57r6SwOFweaQS1YRjmN5ZhrzO0Msox3W3MLsaFZX1LoYRGiXijr25FLKku4oO1S3fapkCSiCxsLQdtx6NoJOYf8BoZuEYgcEJBtiBQQhNZGi1he2ucpElEYGlBInSIVEg9KJGIXNZML7I21YHQAqlFo0p4xPp0Nw/238b01BFcNOdqgsin4HdRjypYwqbP78QPK2jHQh926E7jE4X5WBpGYDRqw15ng/86R3rHYYeSI/paqFvh2HmThaBX9PHe6ju5K3EfdTF+xrEufwuH2UfEJgkBakC2NRTrwSaBki7gksARLmgoyiLTyhk0Aj3k2tCGbdM1Ti0iVbdwIokTWvw69SD/3bya2Zn5HK9OwpIQStjgdlL2IjrVZtbVVnDx4Z9FCoEnPITwqIR9CCGohAVc4SEiBa4DmTSUxgh6ARQRm9QGbByOcU5ANmzsjpUmcMd+TVfUwdZodFIpw9TBCGrDXueF6nLOy76HGeXs4CbfSCxhUVIFfBGQ1AlODo7nCXd8d7/tqmO4UG5sCDqhGKKxCrRWdEZb8fE5zJ6Lg00HWzk6nBdnzxuKEChbUM1YVDNx00U0K+3tPGT9nih4GAI4NnUq723+BOWoQNrK8VDPbbTZh7Cw6Ty8yGVozIsf1PBEgrqu4Ys6jk6gmpoQYwhqF5earvGqeomUyHB55mpAoHSElBLljN4LSMoUD1bvYmvVCOqpjPmNZdjrFFU/Dxd/TU5l4nJSI5DCItIRfWEcSGJpSV5NnEHOlS6VqNjw6ojb9G2NFgKhGfw2CHWAJWwsbKpRiR67hKvdeLNQ6ng8GhASpGwEnuu4BmJj8/MSdQmfjT6DbFR2WVl5lkLUQ95upTPYRE99C5/I/xUJErG73pCHKzxmWoeSEEk6dQcojeWMTl7l4pIgyS3BvxERUdT9PF1fhkZR1kXKutT4d8ezqsvUVIXH6g+Mas8wtTCC2vCWsLz8W56pL0cIgSWsWHgKG0tYBLrOtnADYUMwKqGpiOqE7ZVVkT7VQyHobmwVxoK2mtAoGVulI+UjtCRJEheHXwW/4P9Wvk1d+Ehh4Yuw4conQYohRQcEAQFh49FHHyeoEzhDnQGARvFQ338B8FDfbbwndTlpnR7T+yVqiP7p1kzqusZ2sZ0oqpMlR5NoJi+ayIocCsXPgx/ysnp+8LUP15Y2bOxjf0zTMsNT/jL6Vc/uLYbhgMOYPgx7jZTIsNA7g5MTZ+GJJPV6P4W+Xsq6hiVtbCVJhg6ZyCPLbCqySo/oRwvNi84rE7b9QvAUJ3tn0RFtYXvUQYtsw5NJlA7ZKgoEsk5e5dBa83zpYY4pzeIj0fkURYn7ErcyXX+A6WoademTlllSOoNsmEIUCqVjbbvf6o+rr+g671HvRqeSnJRcTEIkKZc7aNUtHOucSDnsR9RzCNcDNVxgKxQWFimRJhIRv+q6HhX0MkccAQi26c28ql4mYnjRgz7VzTP+ck7xllBhuKlEElezeaT2WyDeIL06ew1Zmd/pumwI1/DL8k92ep1h/8EIasNe4UhnPpfnPosjXAJdR+mIXLKJei7B9FKWUr2PaVFzw8QQC7Z8lKOFZlZZr1MSY2+cDfBGuJKeaDvNso2KLtGlOpDsqPAihEBpxcxNIbPDJYSE+CIgr3NcXfpo7LLnRvhWjenOIQixw7YtkLh4aKmoiEa0pRAcZ52ASrdRFfF8bFw+lPsEWXJU6xVUbzdixqwxxyuAtJWnO+xgTf+zhKrOa6zc6X18uLaUU9wlDRPPDkGelhn+u/77QW1ao6noEofJIymPUQV9gIzM8nw0fnCSYf/EmD4Mk850ayYfzX0ejaKk+qnrGgEBFV3mhdaNICWz1CEoNIGIUEI3AlIEZcq01jNcVfjwhH1oNP9avo6yLpKVeWx2JN9IijR5neeITTYijOiTBUqygi8CKrJKnyzgE5D2HQ7lsNh9Tzd8+XQjUAZN1QmZYc/GFR7tzqxGFGVpcD4DNmJL2kzzZqMrZVRPF1hW/BxEoCwJaJauvY5Q7Xr9vAGteiC/NozWpge4v3onCkVIMOZTo/B13di0D0CMoDZMOuemLoltwHq0QIqEwqpFBCIEoYm3+WwiHdKptrFZb6RX9nFx+W07LUnVq7q4vvgt7qveCUKTEXFo+5ZoPau6lhGGVQpybO2yJuvY0qNmB9RlEFdi1HFoTN0KKbo1AhHi4NBmzUBqSSAiQjHcPBHgo7TCES5JmcHrr+Js7cKq+kjLiZ/SItnv07/+RRaE81kgF3KonLPL9/Ph2lJgh616PNv0lmgDq4OXSYuxy4clRZpltfvGrNRj2L8xpg/DpOLiscA7ddyf362VFK6yCOyQqqrRGcWRhkMDVrQAqSSLq6ewNPPQhP1VdImH60t5uL6UXKKdaq2HgIDrSt+kxugvChuHNjmNtMjg4pGoacpeQGRrKrKOknqYH7ZGk5YZdBiyId0zyv/b1z6+ruOJBFm7mVToYvs2qjNOByWExMJBCpfp1jmclTkHgWCjv4Zvlv9ip+H3EGvVz4dPcaJ1ChVVGlObHuD+6p0cnTt+WEEEAAsLRWS06QMUo1EbJpW0zEIjZ91YJBoZjRQaRzrjRxUC06PW3eq7TmySAGiLWvBFMOy8g8Oh1hxSZIh0hBYaoSEgxIo02Sgxyn1Qa7AiSc0K6EiMXXmlS3WgiZMv9eruePY6QgCOsJFCEKg6oQ4IdYAiIuM0c1nqk7schfj74D7QkJX5CT09xtOqjTZ9YGMEtWFS8XV9QuEzkNtDEG/2jYdAUJaVNz2OiqxhMTzNXbuc2ahL2DBfNL4ftIAadXSkyEQeTmThqMZTW/iO4qX8BkI59njrukaX2obSYWxvR2ALJ46EBAIVbz5CbF/2tU+X6uB4dxEnu2fs0nz6dC/P+MsBxtWmB7i/eudgRCMYbXoqYEwfhkmlrItsCdfTbs2iqkcL2q5UhZon6G+zKSQ0oToMUSxh9fYjwh0CVAnF04mX3vQ4HvWe4N3Vt9PX0Ko9PDzhDSaHivvRBPYObb5OHTew2JrrQSIJZUTdg26niCU9pIrIR1maVA4LC18E9Fh9lEQFDfyy+GN6ok4ucC7lRPc0AEI1XKsXQtCttsf96TrnJS7hWf/xXZrTA9VfsyZ4dad+0wNa9Tz7OMq6SFKkebR2j9GmD2CMRm2YdB6pLMUWzpiadTYxjbXH2BSbLAJXoBIeqr2N4Ji5RE3x5mGTzrHaeYO1zpsPi743+UgcGahjb5CESA2LXY/dAiN8W+0wOzcy7/kiYF26k45kkZJV5e7yLaR1kvn+XGaHM0jrJJ52yasMhwezOSo4AqVCnq8/wcrgRX5a+R4aNahFDzCgTVd07HpY11Xa5PRxN/9GUtT9vBQ8vUvXDmjVNrbRpqcAuySom5tz3PD9r4469vMf/d1eGZThwGaV/wK/r9xDRmZJDnEra3amk3VaqFoB1aiIE0msSEMYoZUimn0IqUw7XVYP/9jyL3s0hm32dq7L/YykTpBX2YbtOdaercZji7WN7boTKaxhZhKpJRmRw5UuN5d/xOZgDZmajY2FkppIKJRQgx4gKe2hKkVqjV8QPnW69PZRhW6FEHTr7cOOKfQoE81kMKBVt1rtxjY9Bdip6SObSfE//+pPSSS8Ycc/d/VleJ671wZmOLC5v3I7G8M1nJO6hEPtIwHIOi0Uo176VA+RE9Ac5ZkWteBoG6EFEbDhUM2N/TejhcuIQL3dwsJiXbqT65ybuaR0Dif7x2Nhxdn0ZIXtspuKrIKGelSjSbaSEHEOae1YvBQ8yaP137E12siH7CuoqypbKZK3WkiI5OD2Z0kX6Fc9NOkm5svjWaFeBGBV+BLt7szBFKsjtel4jDahDijr8QNU9oT7qncw0zrMaNNTgJ0K6kgpvvb3N/Cdb35h8Niik46lVqvT3TN+tQqDYZX/Iqv8F0mKNGem387Z9qUU1Q7PiV6rHyksWlULwrJQjkVWtvNp9xv0iwIbgzd4sHg7b/i7nkTfxuFs7yLO9i5iethMGzm8Jpv+qIZXgjoBXaJ3WC6Rqq5QjSokdZJABHyl+jfUGudtHE63FlPSRRSKSlhGNh4R0aDHioPLOdb5g4J6ef0BFjlnkRFZIh0Ns00PkJIZfl+7Z0flm0lma7SRf+r/a0KCnV9s2K/ZqemjUqlRLu94U9u2xceufC8//Ml/7tWBGaYOVV0mKTM7vC0AieCw6FCmqTa0axN5FlqA1pqE8pgetDDbnsMVLV/g5OTZu9SPjc2fZD7POxLv55B6K4dUm5FKUCfAclxKSUWCBLP1bJp007DXOtrB0y4/9f59UEgDpEkjBkpxNYij/8JhboU+dabJ9sG/3whX8VLwDCCxhD1Km06JDGVdYPle1naNkJ4a7LbXx5WXX8ptdz5IqTy+65TjppHywHQoEdLCS+w8sc2ByL6cW2SBJR1kwx47LWolRZLQ1mBbscNyPEoUERJoD9tY62zk0qY/ZqvYSq/qmrCPJc6FzHMWgO8z3c83oh8b/RNRS0gQglQFDtGHYGETiCD28BAhP8n+By8n1uKx4x5JkljCHhz3eNg4BJSG3d9fRTfRpmYw3zqeGjUyVg6JhUbTq7u5uf5TfI9h/Y2HeV8euOzO/Oq1sa0Uuy1NT120gEUnHccH33chR807jGu+9DG+c+3Ph10T+BMn1Nmf8RL5cW/Wgc6+nNur0ZOc5p2DUhESQbPKx9niLHdUFJ1Wse5ta4tE5KAsxQnWIu6rDP8Vd7iYyxnWElpEK0pHnKYXk6y4ZMJ4P0XbxKlTG+0rFHVPsNnaRpOfpjvq5VWxghXWSp50no4jGWvDx1Knnw3uWmaImVSZQDnB5qlwOfWof8hr4fu1r/MO9734MqBVTqeiy7wUPM3acPW4gT5jYd6XBy6TMb/dFtSf/eK3B/9//bXXjBLSBsNYbAhepyvcRos9HaIo3jwUCiHjZEUxAj2i8GtWZ+lQXRyXOIX7irGgTpHm4+5nmSOPRGhI6zTNsiX2nrA1dl1gafAii5rjULcCIhW3q4GklWGL24lG80Nx407H/kD4Wz7mfoqaFmMKVweXkIinosdGnfOpc5dvzISGPWOX/ag//6Xv7NIxg2E8ftV7A3VVJSWzYwg8EedxDofYVIVGNoSjLWJ/aAuLT7l/zuHySIq6gKMdmmhCNt7KGqilQEkd27t9gRvFiZFoXCEbNmdnSMa9iXhJPcfvwwfJiTwJkkNGLMiQJSE8/i34F4oU3uSdMRgm5sA0JBv2DhpaacPFpUA/5Z3khJ4IiaSVNpqtaZREme6og56ok590/T3vSP8BFyXey9DwEx0GMEKbRgtqso4rPLYG6wBYIE9kljyUgi5gIWnTrUgZ231FnGUaLSCwBW4Qm769ACLLxaeKQODrOgkSbGXLLs3F1jaPBQ/TF/Vwhn02bVY7CoVE8Gr0CveGv2GjXv+m75XBsDOMoDaAhjM5i0t4F21Ma2zmSV7UL3I3d7FJ7HqEoI3D+eLtvCP9QZKpNoRlgYYKZZ6tLuPe0q3cWvwpx3a0coScS6XJReSaIBruND0gxPtFAVckeaJ8PwDn2W8n1LFAz+jskJwWetgrQwecIP5LaoGlwBI2oCmoPlIkuZ/7JpxLUie5kIu4gAtxcdAKIj/iaR7jcfE429hKmb3jA20wDMWEkB/saLiSP+ZP+Bg58hQoUKJMkRILWchXuIb5+thdasrF5fPyL3h/81Uks+1EUhOqgEgHpHSSxamL+HTb3zHLOYL/5/0Ky49wekqIKAK5460oiLXYPtmPayXZFmxkdT32T54uZlBvpC/1cKGhRcsRb+W4FiKDEl9qgSvc2F+aJFvYwvM8z3ikdZov8xUu5d1xsVlKlCgRELCEs7lKX4WtJz+i0GAYCyOoD3JO5wwWczb99FMb4vKg0RQoEhDyKT5DUqd22tZ75Ac4MnUCynOJVDDocqeBkAihoE1M47Lmz7He2sR3U9cjI0VqUy92qJGWE7vwCZuiXaVoV9kUvMHNPd8f9MEO8AeF8oBvs2iUt90x9vjPQWHdOCsiTVan2MgG/g//TCjG9zG+nCuYwQz66BssugsMFrttopmP86c7vScGw2RgBPXBjIZLeBd16uO6itWp4+JwOqdP2JSHx2JxLjqdGqxbOJKICEdb5GUzRydO5GV7BZ/LfJkbrRtZtflBtnY8z4bqSl5WL7BOr2GTv4bOYDPtzuzBNl6IniUp4g29MpXGuHfk8RhAKAhtCKxGGlMX+uinh25+xz0Uxfi5L/I6z8ksosD41xQoMI95zNCHTHhfDIbJwAjqg5hmWphOO1WqE17nE3A6E+dNPlLMw3LcEe52Y+PisSBxKgB1Uef37uN8L/UDvi3/F685a2lyp5O32pjpHsGi1Llc0fJFPt32dzRb03gsegSNxsKmKqpDKnfHuvOANi2juCCB0JpiRtPTHNHrFKlR51ROm3B8xzC/0dbE8xBIjmXXzEIGw55gBPVBjIMzLKx7PBQKD2/CaxxcGjHgO21PaoEnk8OOCQR/2Pxp5nsnU1IFSqqfiipRUv2UVYFmexr/o/XLVESFW4ObyYg0SVL0yF4GvhiGCmkRgaUgcKA3r7DqcV1ERRxGPhEubsOcMjECsdP7YjBMBsbr4yCmSAHRSDA0Ue0+F5cOOsY8lxBJPJJxHgvVqCa+E1mthKIr2Drs2OHufI5w5w9L2jSUiiqRlXlOS13Aw6U76dO9XGy/j3niaGpWgN2oyCIDsKPYOF3MaAqJAGohQkiUCklgs5Wto9pPiQwOLhVdpJfeXaplGBHRw8RJ/A2GycAI6oOYqqjynH6GUziV/gmCNQSCR3l42LHDrLmcn3gXRzkLGiYGQaLqEfohwrHRerSmPqCjVqnyXHX5sHOnpy9A7UTCV1SZ09MX8GjpN6xUr7DSf4Xp4hD+PPt1Qh0yTU8jZSdibxNLo7Ui3i+Mg2bqQYkEWR5j2WCbC5xFvC1xCTOtw1AoNIrnak8QVuMK5ME4SY0sLCIiXpjAc8RgmCyM6eMgZylLCYnGNQfkyfMGb7CKVYPHTnEX88nsl+NST6oYP3WRihPRVE1gCyvWrIcgiPMvV2SNFfVn6QiH+2a327Px1YhEGyOICHGER1JmBo916q38unYLtuXSZfcQ2ppIKtA7KrdIKSlXu2giz3M8xxYRB7q8J3k5f5S+mmnyEIqqn7IqUlNVTkksgVSaJprGTOovkWTJspS7qIvRlc4NhsnGCOqDnK1iC9fzfUCTJ0eKFAkS5MiSI8frvM4N/GBQHZ5hzeb9qSupqQplXRzccNNoOq3tbGMrmUJs/x5wtbOFjSUdqqLKM7Vl3NE3Or9GRJyzeWcIGFXi6gn/Ye6t3oEUFn2yDyHkYJ+WdFDVMm494kVe4F/5GQAnOqdzlnc+JVUYrMwCsT2+pAr0OWXKSciQIUeOROORI0eWDL/jHu5h4iKzBsNkYUwfBl4Tr/FV/RUWcQpncCYJEnTQwe95hNd4baiLMovdCxCIYb7FQ+myewkE9PZuJWGnySTaqIgqq4NXeKRyF5uDtXgiwcneYg6xDyMiZG2witW15zkjfRGB9scdpyeSdIVbqerRoe0P15fyqnyVE/WJHG0fTyutJAKbst/DBvUGj/II61g3OJfzE5dS1+O7JdaoUkw43BvdRt5PMJ/jkAhe4zWW8SidonOX76/BsKcYQW0AoCZqPMZyHmP5hNctdE+noibOAVLSRRKJPN/s/wKMuPT0xNt4Z/rDWCI2KQgEZyXfTl3XcISDhT1uxRNXeCwr3TNuv326h3trd3Avdww/MUJRb5attFntlNTESZQiHTLPW8DPgn/mN/x6wmsNhr2JEdSG3cIV7jBTwVgoIpJidCTj6Ym38e7MH1FWJSI9XBh7IokTSfJWM2VVoq6HVBXCISlTrKg9xSu1/97zOeDtkleHQo05D4PhrcYIasNuUVT9E3pDQCxYCyPc7DyR5OL0h2MhPYbGXNdVrMiiGBWoizrNdjuKKM52p2o8ULyNx8v3jTJVSCQeCXx2fVOvqAvIRq69iYJaHBx6RtQ5NBj2BUZQG3aLx+oP8o7k+wjU+ILakwkerN417NgCbxFSWKM06aFUdIm8bOIHvd/AEjZpmcPXdbYE60YF5kynnfPkhZwllsRmFA0vR69wL3exnrUTzqGiS6wOXuEoewFlPX6YOELwZP2RCdsyGN4KjKA27BZP+8s4O/F2kiI95qZeUqSp6BLP+Y8POz7TmrNL7SutaLNmsNIf3z/5KHEMn5J/ho1FiTJKx5r38ZzAAmsBv1Q38bheNu7rAR6o/YajsgtwtEvA6A3MrMyzMVrL2nD1Lo3bYNibGPc8w25R1kV+WryWOlUyMkdCJLFxSIgUGZmjqsv8tHjtsIrbQMPcsQvudwL0BPbjHHk+KT9LREiBwqCmrdGUKFKlwkfkR5nDERP2szlaz02lG7ClTUbm8EQCB4eUyJCROTZH6/n30vW7VdfQYNhbGI3asNt0qC38U//fsMBdxBnueWRkjmK0jf/2H+EV/7kx7cVvBKs4I3n+hO2KxmNzOH61lDPE4kYFmrE9NmK3Qc0F8iJ+rn486ryNw7H2CbTLmYQ65JfFn9Bqt3Oyeyau8NgQruWJ+oO8Fq7YpQ1Hg+GtwAhqw5vCp85z/uOjTBzj8Zr/EhVVwRMJ6nrsCMSMzLGi/iwlNX7F5rPkkmF5s8eiRImTxKLBMO8BFtln8n7vclzhIRvbiRERPWo7N5V/zBa165VsDIa3EmP6MLwlKBS/LP4IS9ikRHrYOYEgK/MUVB9Ly7dM2E6S1DDhOxYaDaKR0a/BqfZiPpL4GApFURfo13306V6KukBetPCZ5JeZIWe++QkaDHsRI6gNbxkb/Nf5Wd936Yg2k5E50jIz+FxRf44f9/1vihNo0wD99O20erjEItLRoAnGxeMDiT+iostjuhVWKGMJh/d6l735yRkMexFj+jDsVWboGVwQXcASvZiE9iiHZR6pPcrD7h1YdgJFxOZw3U4F9ACPqof4iLxiQvNHhgzL9CODNuYT7EVY2iZk/ECdki4y1zqaFjGNHm18pw37F0ajNuw1TopO5OvB13ibOo+6rtNDL5FWvFO9k8/XPk1YK7LSf2GXhTTAs/opihRIkx7zvIdHSMgj6oHBY3OsI9Fi594bkY6M+cOwX2IEtWGvMFPP5FPR1fj49It+IhGBgFCE9It+NJo/Cz9Pk87vVrs1alwffY8y5cGsdhYWLh5ZcggEP1LX0Tmk0IFC71rFFjFxpKLBsK8wgtqwV7gwugCBxBdjZ8OriRouLkvUkt1uu4Nt/K/oa9yibqKbLgSCMkV+K5byzeh/8rdFn1kAAAWnSURBVJpeNez6N6KdB63EjoGSzWp810CDYV9hbNSGyUfDYr2YMqUJL6tS41x1LndbS3e7ixo1HtfLeDzaEYHoOXnqY/hXrwhfoK7jLwZ/jChEgKzIsiJ8gYLedTOMwfBWYTRqw6Tj4OBom0hMHDASEpIZx9Y8mYQE/Eftp3giQYLkqPNZkaWsS9xZ/+VeH4vB8GYwgtow6QQE+MLH0qPLWA3Fxh43wnCyWRm9zI3V/0NJF8iILFmRIyty5ESONdFqrq98mz5tCtUa9k+M6cMw+QhYJpbzNv02+hnflJAkwVK5+2aPN8tr0av8Q+VvmCPnMk22o1Csj9bQbdzxDPs5RlAb9gr3Ww9wtjobT3tjFoBN6iRVUeMxuWsh6JPJerWG9WrNW96vwfBmMaYPw16hU3TyA+v/YmGR1zkc7SC0wNUueZ1DiYh/tr5PUUyQD9pgMABGozbsRVZYK/ia/BrnRudyjj6bjE5TFEV+J3/HMrmcgnhr7NMGw4GOEdSGvUq36OF2+w5uH1lw1mAw7DLG9GEwGAz7OUZQGwwGw36OEdQGg8Gwn2MEtcFgMOznGEFtMBgM+zlGUBsMBsN+jhHUBoPBsJ9jBLXBYDDs54gjjn2HKWlhMBgM+zFGozYYDIb9HCOoDQaDYT/noBfU2Wya005ZQD6X2ddDMRgMhjGxmqfN/ca+HsS+IptJ8d3//UVqNZ/PXf0RHnr0aW7++bc5Z/Ei3vXOs1n12jp6+w7sDG/NzTl++P2/5s67Huaav7yKKy+/lNaWPC+8tPOCrwcCA/O7a+mj3HrzP02JtbOkHDWXqz/xoSmzdmPN76c3fH1KrN0AX/qzK5FSsnHTtkn53B3U2fPmHnko1//wFl55dQ3ZbIpLLzmH+x96gh/+5D/39dAmjc9dfRme53Le2adgScnVn/97vvqXVzF7VjubNnfs6+HtMQPzmzv30CmzdiPnMtXWbuT8jj5qzpRZO4ATTzia1pY8yx9/ftLW7qDWqLd1dLO9q5cTTziaiy9awutvbOQdF5zFJe88mwXHzeXxJ15A6wPXKWbRScdy2OwZuK6D57kse+w5Nm3uwPNcZh0yjdfWbNjXQ9wjhs6vXK7yzrcvnhJrd+7Zpwyby4zprTy67Nkps3Yj5+c49pT53FmWxbXf/hKvrl6L6zqcctKxk/K5O+ht1AAXnn8GxWKZ117fwBe+/I/86We/iW1ZnHXGwn09tDeNbVt87Mr3DmopiaTH9q5eAIqFEi3N+X05vD1m5PxeXbV2yqzdyLmcefrCKbV2I+eXzaSnzNpd8o4lrFu/mZtv+S3HzT+SD77vwklZOyOoge9d9wvWvLGJttYmunviYqwrV69l9uwZ+3hkb54rL7+U2+58kFK5AkC1WsPzXACSyQRSin05vD1m5PzWvLFxyqzdyLk05TNTau1Gzs8PgimzdkfPO4w7736Ent5+fnf/Y7zw0qpJWbuDWlBfcdm7uPiixQBkMin+8s//hHlHHoqUgnOXLOL1A/jn5amLFvDB913I9ddew1HzDmPJmSex8PijAJg391C2buvaxyPcM0bO79pv/8WUWbu/veaTw+Zy7XW/mFJrN3J+H/3Iu6bM2m3a3MnMQ6YBMP/oI5jR3jYpa3dQRyZmMym+9bXP4DgOb6zdxO2/eYiv//XVCGDZ48/z45/9174e4qRw/bXX8JW//T43fP+veea5FZx52kI++flvUS5X9/XQJoXrr72G713/C77xN5+aEmt3xOGzhs3lplvunlJrN3J+9z34xJRZu1QywVe//HFamnPYtsXXvvVD/uHvv7DHa3dQC+qDjWwmxWmnLOD5F1fT09u/r4dj2A3M2h24TMbaGUFtMBgM+zkHtY3aYDAYDgSMoDYYDIb9HCOoDQaDYT/HCGqDwWDYzzGC2mAwGPZzjKA2GAyG/Zz/DzMBLSr1q5lJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import ticker\n",
    "import pandas as pd\n",
    "\n",
    "penguins = pd.read_csv('penguins.csv').dropna()\n",
    "\n",
    "with plt.style.context('cyberpunk.mplstyle'):\n",
    "    fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "    # 图层1：雄企鹅\n",
    "    ax.scatter(penguins.query('sex == \"male\"')['bill_length_mm'], \n",
    "               penguins.query('sex == \"male\"')['bill_depth_mm'],\n",
    "               s=100, c=penguins.query('sex == \"male\"')['flipper_length_mm'], \n",
    "               marker='v', alpha=0.75)\n",
    "\n",
    "\n",
    "    # 图层2：雌企鹅\n",
    "    ax.scatter(penguins.query('sex == \"female\"')['bill_length_mm'], \n",
    "               penguins.query('sex == \"female\"')['bill_depth_mm'],\n",
    "               s=100, c=penguins.query('sex == \"female\"')['flipper_length_mm'],\n",
    "               marker='o', alpha=0.75);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
